{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#  Demo for Figures in the main text"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 1. Visualization of type average coupling coefficients\n",
    "\n",
    "This section computes the type average coupling coefficients for each cell types. Then the relationship between the ***primary capsules*** and the ***type capsules*** are illustrated by the heatmap of the type average coupling coefficients and the overall heatmap."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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WD1P2ROC01g0RsTz9uVTStRTzv7njzWxz4HaRmdVBg7PIHW9mZmUNHsZsZl2k2ixaAMyQtBdwL0Xn2knlQpL+CtgO+FnLtu2AP0fEGkk7AC8ELqiycmZWY24XmVkdNDiL3PFmZlbW4GHMZtZFKsyiiOiXdDpwDdALXBwRiyWdCyyMiHmp6GuBuRHR+hjq04HPSRoEeijmeBtuUQYz6zZuF5lZHTQ4i9zxZmZW0uSJO82se1SdRRExH5hf2vb+0vtz2hz3U+CZlVbGzBrD7SIzq4MmZ5E73iogaQC4hWLi4gHg9NRI3ZBzngIcFBGnSzoHWBkRH93QuppZBxp8N8XMuoizyMzqwFlkZnXQ4Cxyx1s1VkXETABJLwP+A3jJpq2SmY1ag++mmFkXcRaZWR04i8ysDhqcRe54q97WwMPtdkh6I3AWEMDNEfEGSTsCFwJ7pGLviIifDHdySWcApwL9wJKIOLHKypsZjV4xx8y6iLPIzOrAWWRmddDgLHLHWzUmS1oETAJ2BV5aLiBpP+C9wAsj4kFJ26ddnwQ+HhE/lrQHxaTHTx/hWu8G9kori21b6acws0KDhzGbWRdxFplZHTiLzKwOGpxF7nirRuujps8HviBp/9KKYC8Fvh4RDwJExIq0/QjgGZKGym0tacoI17oZ+JKkq4Gr2xWQNAuYBbDPtvuy25bTRvmxzDZTDR7GbGZdxFlkZnXgLDKzOmhwFrnjrWIR8TNJOwA7Ag+07BLFI6ZlPcDzI2JV68aWjriyVwCHAMcA/yZpv4joL9VhDjAH4LBpR7a7ppmNpMF3U8ysiziLzKwOnEVmVgcNzqKeTV2BbiNpX6AXeKi06wfA8ZKeksoNPWr6PeD0luNnjnDuHmD3iPhf4F+AbYGtqqu9mQFEDHT8MjMbK84iM6sDZ5GZ1UGTs8gj3qoxNMcbFCPbTo7S33ZELJb0IeA6SQPAjcApwBnAbEk3U/x9/Ihi8YR2eoEvStomXefjEfFI5Z/GbHPX4GHMZtZFnEVmVgfOIjOrgwZnkTveKhARvR2Wuwy4rLTtQeCENmUvBS5NX5/TsutFo6ymmXWqwcOYzayLOIvMrA6cRWZWBw3OIne8mZmVNXipajPrIs4iM6sDZ5GZ1UGDs8hzvJmZlcVg5y8zs7HiLDKzOnAWmVkdVJxFko6WdJuk2yW9e5gyx0taImmxpCtatp8s6XfpdfL6ruURb2ZmZQ0exmxmXcRZZGZ14CwyszqoMIsk9QKzgSOBZcACSfMiYklLmRnAe4AXRsTDknZK27cHPgAcBARwQzr24eGu5443M7My37E1szpwFplZHTiLzKwOqs2ig4HbI2IpgKS5wLHAkpYybwZmD3WoRcQDafvLgO9HxIp07PeBo4EvD3cxd7yZmZX5zq6Z1YGzyMzqwFlkZnVQbRZNBe5peb8MeF6pzD4Akn4C9ALnRMR3hzl26kgX8xxvZmZlg4OdvzrQyfwBqdxxkkLSQS3b3pOOu03Syyr4dGbWFBVnkZnZqDiLzKwOMrJI0ixJC1tes0pnU5srROn9OGAGcCjwWuAiSdt2eOyTTmRmZi2iwhVzOpk/IJWbApwB/KJl2zOAE4H9gN2A/5G0T0QMVFZBM6utKrPIzGy0nEVmVgc5WRQRc4A5IxRZBuze8n4asLxNmZ9HRB9wp6TbKDrillF0xrUee+1I9fGINzOzsmpXzFk3f0BErAWG5g8oOw+4AFjdsu1YYG5ErImIO4Hb0/nMbHPglQTNrA6cRWZWB9Vm0QJghqS9JE2gGOwwr1TmauAwAEk7UDx6uhS4BjhK0naStgOOStuG5RFvXS5GHvH4BH8aWJN17h/0LcutDgOZ/yFP6p2QVf5PA6vXX6jFJdyVVX5yT1593hKPZJX/wz7HZJUHmLHlblnlVw2uzSo/c+LOWeVv7VuRVf4M8v7dLX/q32SVB/jDo7/JO2Ajzx8g6QBg94j4lqSzSsf+vHTsiPMH1NWq5dd3XPaQZ/9j9vn7BvuzykvtRogPb/fx22aVv7fv0azykzQ+q3w/ef9G/9S/Kqs8wLbjt8w+JsczJuyUVf6WNfdnld93Yt75l2Zm19rMf3Oj4se2KtfT9umQ4Y3r6c0qvzqzLXXvmmEXQGtrm/FbZJWfnNmOGsxoN46mPOS3pXI90v94VvkpmpRVfiV5bc3+zEHq45T3b26jcBZVLjeLVvStzCq/1bi8f9cTxuW1Q8YprxthdYz9qMnc72lv5hikgcy215rBvM+8/bi8dtdg5OXv45lZFJnnB+jVGI/rqjCLIqJf0ukUHWa9wMURsVjSucDCiJjHXzrYlgADwNkR8RCApPMoOu8Azh1aaGE47ngzMyvL6CBO8wW0zhkwJw1tXlek3RVaju8BPg6c0u70Ix1rZl3Oo0fMrA6cRWZWBxVnUUTMB+aXtr2/5esAzkyv8rEXAxd3ei13vJmZlWXcTalg/oApwP7AtWkU1i7APEnHdHCsmXUzjzIxszpwFplZHTQ4i9zxZmZWVu3dlHXzBwD3UswfcNK6S0U8Cuww9F7StcBZEbFQ0irgCkkfo1hcYQbwyyorZ2Y15lEmZlYHziIzq4MGZ5E73szMyjb+/AHDHbtY0leBJUA/cJpXNDXbjDT4zq6ZdRFnkZnVQYOzyB1vZmZlA9VOmr6++QNK2w8tvf8Q8KFKK2RmzVBxFpmZjUrFWSTpaOCTFDckL4qI89uUOR44h2Ju25si4qS0/WTgfanYByPiskorZ2b11eB2kTvezMzKGnw3xcy6iLPIzOqgwiyS1AvMBo6kmMt2gaR5EbGkpcwM4D3ACyPiYUk7pe3bAx8ADqLokLshHZu3PLCZNVOD20XueDMzK2vw/AFm1kWcRWZWB9Vm0cHA7RGxFEDSXOBYimk1hrwZmD3UoRYRD6TtLwO+HxEr0rHfB44GvlxlBc2sphrcLnLHm5lZWYPvpphZF3EWmVkdZGSRpFnArJZNc9IK8EOmAve0vF8GPK90mn3SuX5C8TjqORHx3WGOndpx5cys2RrcLnLHm5lZWYPvpphZF3EWmVkdZGRR6mSbM0IRtTus9H4cxUruhwLTgOsl7d/hsWbWrRrcLnLHm5lZWYPvpphZF3EWmVkdVJtFy4DdW95PA5a3KfPziOgD7pR0G0VH3DKKzrjWY6+tsnJmVmMNbhf1jMVJJe0iaa6kOyQtkTRf0j6SpktaJelGSbdK+mVamWbouH0l/UzSGklntTlvbzr2W6Os16GSQtI/tmw7IG170vU2Jkn/uimvb2YtBgc7f5mZjRVnkZnVQbVZtACYIWkvSROAE4F5pTJXA4cBSNqB4tHTpcA1wFGStpO0HXBU2mZmm4MGt4sqH/EmScBVwGURcWLaNhPYmeKZ/Dsi4oC0fW/gSkk9EXEJsAI4A3j1MKd/O3ArsPUw174rIqavp4q3ACcA/53enwjc1NmnG1P/Cnx4U1fCzICBgU1dAzMzZ5GZ1UOFWRQR/ZJOp+gw6wUujojFks4FFkbEPP7SwbYEGADOjoiHACSdR9F5B3Du0EILZrYZaHC7aCxGvB0G9EXEhUMbImJRRFxfLphWszmTorONiHggIhYAfeWykqYBrwAu2sD63Q1MkrRz6iQ8GvhOy3VmSvq5pJslXZXupiDpWkn/mUbp/VbSi9P2SZIukXRLGo03dHemV9JH0/abJb1N0uGSrmq51pGSrpR0PjBZ0iJJX0r7Xp+utUjS59L5eiVdKunX6bz/ZwO/F2bWToPvpphZF3EWmVkdVJxFETE/IvaJiKdGxIfStvenTjeicGZEPCMinhkRc1uOvTginpZel4zJ5zWzempwu2gs5njbH7gho/yvgH07KPcJ4F+AKaOpVMnXgb8HbkzXX9Oy7wvA2yLiunTn5QPAO9K+cRFxsKS/SduPAE4DiIhnStoX+J6kfYA3AXsBB6Q7O9sDDwOzJe0YEX9MZS6JiG9KOj0iZgJIejrFqLwXRkSfpM8CrwMWA1MjYv9UbtsKvhdmVtbgiTvNrIs4i8ysDpxFZlYHDc6iMZnjLVO71WmeWEB6JfBARDypQ0/S7DQqbBGw29DXkt47wim/StHx9lrgyy3n2gbYNiKuS5suAw5pOe7K9OcNwPT09YuAywEi4jfA7ynmITgCuDAi+tO+FRERqezrU6fZ82kZbdficOBAYEH6XIcDe1PMbbC3pE9LOhp4rN2HkzRL0kJJC5c/fu8I3wYza6vBd1PMrIs4i8ysDpxFZlYHDc6isRjxthg4LqP8ARTzto3khcAxaaTZJGBrSV+MiNdHxGlDhdIcbzPXd8GIuF9SH3AkxbxxL+iwrkMj4wb4y/duuI5D0X5560uAbwKrga8Ndcy1OfayiHjPk3ZIzwZeRjHS7njgH8plWpfxPnTaEV5i2yxX+MfGzGrAWWRmdeAsMrM6aHAWjcWItx8CEyW9eWiDpOdKekm5oKTpwEeBT490woh4T0RMSwsnnAj8MCJev4H1fD/wrohYN0NfRDwKPDw0fxvwBuC6dge3+BHFY6CkR0z3AG4DvgecKmlc2rd9usZyiiWz3wdc2nKePknj09c/AI6TtNPQsZL2TKv69ETEN4B/A54zmg9uZuvR4LspZtZFnEVmVgfOIjOrgwZnUeUj3iIiJL0G+ISkd1OM7LqLv8yT9lRJN1KMXPsT8OmhiTEl7QIspFi1dFDSO4BnRETbRyo3sJ4/HWbXycCFkrageLTzTes51WdT+VuAfuCUiFgj6SKKR05vTqPrPg98Jh3zJWDHiFjScp45qeyvIuJ1kt5HMV9cD8ViE6cBq4BL0jaAJ42IM7MKDLQbiGpmtpE5i8ysDpxFZlYHDc6isXjUdGhU1/HD7J48wnH3A9PWc+5rgWuH2Td9NMdGxDktXy8C/rpNmUNbvn6QNMdbRKwGTmlTvp9ixdYz21TlRRQdca3l3wW8q+X9V4CvtDnWo9zMxlgMNncYs5l1j6qzKM0P+0mgF7goIs5vU+Z44ByK6TJuioiT0vaTKUbrA3wwIi6rtHJmVltuF5lZHTQ5i8ak482GJ+kG4HHgnZu6LmY2jBoOTzazzVCFWSSpF5hNMb/tMooFnOa1jr6XNINiNP0LI+Lh1ikvKFZzP4iiQ+6GdOzDlVXQzOrL7SIzq4MGZ5E73jayiDhwU9fBzNajwUtVm1kXqTaLDgZuj4ilAJLmAscCrdNevBmYPdShFhEPpO0vA74fESvSsd8HjqZlZXgz62JuF5lZHTQ4i9zxZmZW1uBhzGbWRTKySNIsYFbLpjlplfMhU4F7Wt4vA55XOs0+6Vw/oXgc9ZyI+O4wx07tuHJm1mxuF5lZHTQ4i9zxZmZW1uBhzGbWRTKyKHWyzRmhiNodVno/DpgBHEox5+71kvbv8Fgz61ZuF5lZHTQ4i9zxZmZW1uBQN7MuUm0WLQN2b3k/DVjepszPI6IPuFPSbRQdccsoOuNaj722ysqZWY25XWRmddDgLHLHm5lZ2cDApq6BmVnVWbQAmCFpL+Be4ETgpFKZq4HXApdK2oHi0dOlwB3AhyVtl8odRbEIg5ltDtwuMrM6aHAWuePNzKyswfMHmFkXqTCLIqJf0unANRTzt10cEYslnQssjIh5ad9RkpYAA8DZEfEQgKTzKDrvAM4dWmjBzDYDbheZWR00OIvc8WZmVtbgFXPMrItUnEURMR+YX9r2/pavAzgzvcrHXgxcXGmFzKwZ3C4yszpocBa5463LDUTnvcJ9kTd0c3xP/j+fgYG1WeV72s7nPLydxk/JKv9g/+NZ5ddGf1b5Pw+sySvfl1ce8v/etuiZkFX+t30PZ5WfpLx/F38ceCyrfI96ssqPSoPvptTVlGmHdlz2GdvtMXYVSSJzjoi71+b9HIzr6c0qv3Jg9Zief6txk7LKA6wZ7Ms+Jsei1eXpxUY2qWd8Vvnf9z2SVT4y/r+E/P+fRsVZVDkp7+/tkbt/mFV+0bPfmVX++NVLs8qvymxH/ePEp2WVv3Lgvqzy/eT/EjQ+8//x7XomZ5Xfc9w2WeV/s/aPWeXfPnGfrPKXDd6bVX7LzHbaisy27Kg4iza5yb15/y5yTZmQ93O2/YStssoPZHaYjFNeOwdovwzQCAZGkV85tuzNa3utHsxMLp9DAAAgAElEQVT7PTO37bhF78Ss8jGKNZT6B8f4UdAGZ5E73szMSnI7ZczMxoKzyMzqwFlkZnXQ5Cxyx5uZWVmD76aYWRdxFplZHTiLzKwOGpxF7ngzMytr8PwBZtZFnEVmVgfOIjOrgwZnkTvezMzK+pu7VLWZdRFnkZnVgbPIzOqgwVnkjjczs7IGD2M2sy7iLDKzOnAWmVkdNDiL3PFmZlbW4GHMZtZFnEVmVgfOIjOrgwZnkTvezMzKGnw3xcy6iLPIzOrAWWRmddDgLHLHm5lZSZOXqjaz7uEsMrM6cBaZWR00OYvc8WZmVtbguylm1kWcRWZWB84iM6uDBmeRO97MzMoGmrtijpl1EWeRmdWBs8jM6qDBWdSzqStQFUm7SJor6Q5JSyTNl7SPpOmSVkm6UdKtkn4p6eQ2xz9X0oCk40Zx7dmSFqXrrkpfLxrNuUrnvUvSDunrlRtyLjPLMBidv8zMxoqzyMzqwFlkZnXQ4CzqihFvkgRcBVwWESembTOBnYF7gDsi4oC0fW/gSkk9EXFJ2tYL/CdwzTDnPwWYHhHntNsfEaelctOBb0XEzKo+m5ltfFHDsDazzY+zyMzqwFlkZnXQ5CzqlhFvhwF9EXHh0IaIWBQR15cLRsRS4EzgjJbNbwO+ATwwlpWUtLOkqyTdlF4vSNtfn0biLZL0udQRONw5dpX0o1T215JePJZ1NtssNfhuipl1EWeRmdWBs8jM6qDBWdQtHW/7AzdklP8VsC+ApKnAa4ALRzyiGp8CrouIZwPPARZLejpwAvDCNFJuAHjdCOc4CbgmlX02sKhcQNIsSQslLbz/8Xsr/xBmXW9wsPOXmdlYcRaZWR04i8ysDhqcRV3xqOkoqOXrTwDvioiB4onVVEB6CvCD9HZ7YIKkV6f3b4iIW0Zx3ZcCbwSIiAHgUUlvAA4EFqTrT2bkkXcLgIsljQeujogndbxFxBxgDsCLpx5ev+5es7qr+C6JpKOBTwK9wEURcX5p/6nAaRQd7yuBWRGxRNKRwPnABGAtcHZE/LDSyplZfdXwjq2ZbYacRWZWBw3Oom7peFsM5CxkcABwa/r6IGBu6vTaAfgbSf0RcTUwE9Y/x9sGEsXcdO/ppHBE/EjSIcArgMslfSQivjAG9TLbfFUY6unR8dnAkcAyik72eRGxpKXYFUOPyks6BvgYcDTwIPCqiFguaX+KeSinVlY5M6u3BjcwzayLOIvMrA4anEXd8qjpD4GJkt48tCGtUvqScsG0AMJHgU8DRMReETE9IqYDXwfemjrdxsIPgLekevRK2jptO07STmn79pL2HO4Ead8DEfF54L8pHlk1swrFwGDHrw4cDNweEUsjYi0wFzj2CdeLeKzl7ZZApO03RsTytH0xMEnSxA3+gGbWCBVnkZnZqDiLzKwOmpxFXdHxFhFBMU/bkZLukLQYOAcY+oX1qZJulHQr8FXg00Mrmm5kbwcOk3QLxZx0+6VRL+8DvifpZuD7wK4jnONQYJGkG4G/o3h8zcyqVO3EnVMpVlcesow2o9YknSbpDuACnrj4y5C/A26MiDWj+ERm1kQNnkTYzLqIs8jM6qDiLJJ0tKTbJN0u6d0jlDtOUkg6KL2fLmlVWvBykaT1rhfQLY+akkaFHD/M7skdnuOUYbZf2uHxd1Es9DDc/j9QGumStn8F+Eqb7dNbvt4q/XkZcFkn9TGz0clZqlrSLGBWy6Y5aZ7FdUXaXeJJGyJmA7MlnUTRGX9yyzX2A/4TOKrjiplZ4+VkkZnZWHEWmVkdVJlFHU4HhKQpFIMiflE6xR1pwcuOdE3Hm5lZZTJCvXUxk2EsA3ZveT+Nv4zGbWcu8H+H3kiaBlwFvDEi7ui4YmbWfP5l18zqwFlkZnVQbRatmw4IQNLQdEBLSuXOo3gi6awNuVhXPGpqZlapwYzX+i0AZkjaS9IE4ERgXmsBSTNa3r4C+F3avi3wbeA9EfGT0X8gM2ukarPIzGx0nEVmVgfVZtF6pwOSdACwe0R8q83xe6XpzK6T9OL1Xcwj3szMSqocxhwR/ZJOp1iRtBe4OCIWSzoXWBgR84DTJR0B9AEP85fHTE8Hngb8m6R/S9uOiogHKqugmdWWH+8yszpwFplZHWzM6YAk9QAfB05pU+4+YI+IeEjSgcDVkvYrLZj3BO54MzMr66+2gRkR84H5pW3vb/n67cMc90Hgg5VWxsyao+IsMjMbFWeRmdVBRhZVMB3QFIr5+6+VBLALME/SMRGxEFiTrnNDWiBvH2DhcBdzx5uZWYnv7JpZHTiLzKwOnEVmVgcVZ9G66YCAeymmAzpp3bUiHgV2GHov6VrgrIhYKGlHYEVEDEjaG5gBLB3pYu54MzMr8xwlZlYHziIzqwNnkZnVQYVZ1OF0QMM5BDhXUj8wAJwaEStGup473szMSnxn18zqwFlkZnVQdRZJOhr4JMUvuxdFxPnDlDsO+Brw3DTKZDpwK3BbKvLziDi10sqZWW1VnUXrmw6otP3Qlq+/AXwj51rueDMzK/OdXTOrA2eRmdVBhVkkqReYDRxJMcfSAknzImJJqdwU4AzgF6VT3BERM6urkZk1RoPbRe5463Jror/jsr3qyTr3QOT/y3+sf1VW+Yk947PKD0ReL3iQV15tFz8Z3rbjt8wq/wcezioPkCZ77Fju3/PKwTVZ5dfGQFb5Sb15f8f9MTGr/GiM4p+2rUf/YN6/i1w9mT+bfZn/c+dmRW7DYHxP3n/HfYOdZzvAuJ7erPKjMU551+jtzcui3Pztz8yiXIO5/yZGwVlUvdy2yx5Pe2VW+cnj8v6P6sn8ucnNosv77soqn9tGGI3c/FrR/3hW+V7yPsOk3glZ5S8bvDerfO7nfSzz32hu9o5GxVl0MHB7RCwFkDQXOBZYUip3HnABcFalV6+J3N9x7luT9zvCzhO3zSp/z+3fzip/w7Py/lr+Oe7PKj+aLMr92V81uDar/ITMttrWPZOyyt/X90hW+VUDefXfd9JOWeWX9Q27QOewpk/cLvuYHE1uF439/65mZk0zmPEyMxsrziIzq4OMLJI0S9LCltes0tmmAve0vF+Wtq0j6QBg94j4Vpva7CXpRknXSXpxFR/PzBqiwe0ij3gzMyvJGChqZjZmnEVmVgc5WRQRc4A5IxRpN3x53VBOST3Ax4FT2pS7D9gjIh6SdCBwtaT9IiJ/aI6ZNU6T20XueDMzK2nyMGYz6x7OIjOrg4qzaBmwe8v7acDylvdTgP2Ba9N0KrsA8yQdExELgTUAEXGDpDuAfYCFldbQzGqpye0id7yZmZU0OdTNrHs4i8ysDirOogXADEl7AfcCJwInrbtWxKPADkPvJV0LnJVWNd0RWBERA5L2BmYASyutnZnVVpPbRe54MzMraXKom1n3cBaZWR1UmUUR0S/pdOAaoBe4OCIWSzoXWBgR80Y4/BDgXEn9wABwakSsqK52ZlZnTW4XuePNzKws8lZPNDMbE84iM6uDirMoIuYD80vb3j9M2UNbvv4G8I1KK2NmzdHgdpE73szMSpp8N8XMuoezyMzqwFlkZnXQ5Czq2dQVMDOrmxhUxy8zs7FSdRZJOlrSbZJul/TuEcodJykkHZTeT5e0StKi9Lqwoo9oZg3gdpGZ1UGTs8gj3szMSgYH6hfWZrb5qTKLJPUCs4EjKVYVXCBpXkQsKZWbApwB/KJ0ijsiYmZlFTKzxnC7yMzqoMlZ1DUj3iTtImmupDskLZE0X9I+LXdpb5R0q6RfSjq55bhtJH1T0k2SFkt60yiuPTvdAV5SuiN83AZ+prsk7ZC+Xrkh5zKzzsVg5y8zs7FScRYdDNweEUsjYi0wFzi2TbnzgAuA1ZV9EDNrNLeLzKwOmpxFXTHiTZKAq4DLIuLEtG0msDNwD8Vd2gPS9r2BKyX1RMQlwGnAkoh4VVqi+jZJX0qN0qHznwJMj4hz2l0/Ik5L5aYD3/IdYbNmq+PwZDPb/ORkkaRZwKyWTXMiYk7L+6kUbaIhy4Dnlc5xALB7RHxL0lmlS+wl6UbgMeB9EXF9x5Uzs0Zzu8jM6qDJWdQVHW/AYUBfRKybcyQiFsG6zjBati+VdCbwX8AlQABTUufdVsAKoH8sKilpZ+BCYO+06S0R8VNJr6d4rGMCxaMdb42IgWHOsSvwFWBrir+/t7jxa1atiE1dAzOzvCxKnWxzRijSrrW67gqSeoCPA6e0KXcfsEdEPCTpQOBqSftFxGOd19DMmsrtIjOrgyZnUbd0vO0P3JBR/lfAvunrzwDzgOXAFOCEiDEbnPgp4LqIeE2aa2UrSU8HTgBeGBF9kj4LvA74wjDnOAm4JiI+lM6xxRjV1Wyz1eS7KWbWPSrOomXA7i3vp1G0fYZMoWhPXVvci2QXYJ6kYyJiIbAGICJukHQHsA+wsMoKmlk9uV1kZnXQ5Czqlo63XK1/Yy8DFgEvBZ4KfF/S9cB44AepzPbABEmvTu/fEBG3jOK6LwXeCJBGtD0q6Q3AgRSTHANMBh4Y4RwLgIsljQeuHhrZ94QP1/K4yZ7bzGCnLXYdRVXNNl9NDnUz6x4VZ9ECYIakvYB7gRMpbuYV14p4FNhh6L2ka4GzImJhmopjRUQMpCk7ZgBLq6ycmdWX20VmVgdNzqJu6XhbDOQsZHAAcGv6+k3A+RERwO2S7gT2jYhfAjNh/XO8bSBRzE33nk4KR8SPJB0CvAK4XNJHIuILpTLrHjc5eLeXNHhAptmm0eQVc8yse1SZRRHRL+l04BqgF7g4IhZLOhdYGBHzRjj8EOBcSf3AAHBqRKyorHJmVmtuF5lZHTQ5i7ql4+2HwIclvTkiPg8g6bkUj2H+vrVgmvPto8Cn06a7gcOB69McbH/F2N3F/QHwFuAT6THRLdO2/yfp4xHxgKTtgSkR8ft2J5C0J3BvRHxe0pbAcxj+sVQzG4WI5oa6mXWPqrMoIuYD80vb3j9M2UNbvv4G8I1KK2NmjeF2kZnVQZOzqCs63iIiJL2GokPr3cBq4C7gHanIU9NKXJOAPwGfTiuaApwHXCrpForRZ++KiAfHqKpvB+ZI+keKO8ZviYifSXof8L00sXEfxUqrbTvegEOBsyX1AStJj66aWXXquAS1mW1+nEVmVgfOIjOrgyZnUVd0vAFExHLg+GF2T17PcUet59yXdliHuygmJh5u/x+AY9ts/wrFSqXl7dNbvt4q/XkZcFkn9TGz0Rls8N0UM+seziIzqwNnkZnVQZOzqGs63szMqtLkYcxm1j2cRWZWB84iM6uDJmeRO97MzEqavGKOmXUPZ5GZ1YGzyMzqoMlZ5I43M7OS8FrAZlYDziIzqwNnkZnVQZOzyB1vZmYlAwM9m7oKZmbOIjOrBWeRmdVBk7PIHW9mZiVNnj/AzLqHs8jM6sBZZGZ10OQscsebmVlJk4cxm1n3cBaZWR04i8ysDpqcRe54MzMrafJS1WbWPZxFZlYHziIzq4MmZ5E73szMSpo8jNnMuoezyMzqwFlkZnXQ5Cxyx5uZWUmThzGbWfdwFplZHTiLzKwOmpxF7njrclv0jO+47N2rH8o691bjJuVWh+dsuXtW+fv7V2aVXxN9WeVX9q/OKr/9+K2yyq8aXJtVflxPb1Z5gHHkre6yNgayyj/a9+es8tMn7ZBVfs1g3t/ZfY+vyCo/GgODzV0xp64mjus8i0Zjcs+EvPKZ58/9Wc41GINZ5R9a+1hW+Z0nbZdVHmCc8vIoyGsNiby7lqvH+O9ggvKaRLn/5kbDWVS93J+1P/750azye22zS1b5aRO3zyrfn1n/FZntqC1789p2fYP9WeUBpLyf/d7Mdk6v8soPZH5PH8zM323GbZFVviez/rmfdzScRdVbG3k/O1MzsyK33bLl1EOyyu+6VV59ds2s/wB5P5eQ/7OQWz4ye30e6MvLitx2yJSJea3Zu9Y+nFV+MLNdB/DrVfdlH5OjyVnkjjczs5Imzx9gZt3DWWRmdeAsMrM6aHIWuePNzKykwaOYzayLOIvMrA6cRWZWB03OIne8mZmVNPluipl1D2eRmdWBs8jM6qDJWeSONzOzkiavmGNm3cNZZGZ14Cwyszpocha5483MrCR/Olczs+o5i8ysDpxFZlYHTc6i5i4LYWY2RgJ1/OqEpKMl3SbpdknvbrP/TElLJN0s6QeS9izt31rSvZI+U9FHNLMGqDqLzMxGw1lkZnXQ5CzyiDczs5L+CocxS+oFZgNHAsuABZLmRcSSlmI3AgdFxJ8lvQW4ADihZf95wHWVVcrMGqHKLDIzGy1nkZnVQZOzyCPezMxKKr6bcjBwe0QsjYi1wFzg2CdcL+J/I+LP6e3PgWlD+yQdCOwMfK+SD2dmjdHkO7tm1j2cRWZWB03OIne8mZmVDGa8JM2StLDlNat0uqnAPS3vl6Vtw/lH4DsU5+4B/gs4e4M/lJk1Tk4WmZmNFWeRmdVBk7OoER1vkgYkLZK0WNJNaT6kSuou6VBJ3xpm30GSPtVS7gUt+06V9MaM6+wiaa6kO9JcTvMl7bOeY1amP6dL+nWn1zKzDZNzNyUi5kTEQS2vOaXTtbvlEu2uK+n1wEHAR9KmtwLzI+KeduXNrLs1+c6umXUPZ5GZ1UGTs6gpc7ytioiZAJJ2Aq4AtgE+MFYXlDQuIhYCC9OmQ4GVwE8BIuLCjHMJuAq4LCJOTNtmUjw+9tsKq21mFaj4LskyYPeW99OA5eVCko4A3gu8JCLWpM3PB14s6a3AVsAESSsj4kkLNJhZ96njHVsz2/w4i8ysDpqcRU3peFsnIh5Ij3ItkHQOxai98yk6xiYCsyPic5IOBc4BHgT2B24AXh8RIelo4BNp36+Gzp3OtxswHXhQ0hzgLOB04FRgII1IeRtwOLAyIj4q6WnAhcCOwADw9xFxR0u1DwP6WjvrImJRy3XPBo5P9b8qIobtUJS0H3AJMCF99r+LiN91+O0zsw5UHOoLgBmS9gLuBU4ETmotIOkA4HPA0RHxwND2iHhdS5lTKBZgcKeb2WaiyQ1MM+seziIzq4MmZ1HjOt4AImJpetR0J4pJyh+NiOdKmgj8RNLQJOQHAPtRjC75CfBCSQuBzwMvBW4HvlI6/YHAiyJiVeq8IyLuknQhqaMNQNLhLcd8CTg/Iq6SNIknP8I71PH3JJKOAmZQTMAuYJ6kQyLiR8N8/FOBT0bElyRNAHqHKWdmo1Tl8OSI6Jd0OnANxc/rxRGxWNK5wMKImEfxaOlWwNeKAbLcHRHHVFYJM2ukOj4qYWabH2eRmdVBk7OokR1vydB3/SjgWZKOS++3oejIWgv8MiKWAUhaRDGSbSVw59AoMUlfBFonQ58XEas6roQ0BZgaEVcBRMTqzM9xVHrdmN5vleo/XMfbz4D3SpoGXNlutFsaETgLYMa2+7LbliPN425mZf2qNtQjYj4wv7Tt/S1fH9HBOS4FLq20YmZWa1VnkZnZaDiLzKwOmpxFjVhcoUzS3hSPdD5A0QH3toiYmV57RcTQiLc1LYcN8JeOxrYTmyeP51angzKLKUbSDXf8f7TU/2kR8d/DnSgirgCOAVYB10h6aZsy6yZ7d6ebWb7IeJmZjRVnkZnVgbPIzOqg6iySdLSk2yTdLulJ0/mkBTVvSQt9/ljSM1r2vScdd5ukl63vWo3reJO0I8V8ap+JiKB4fOstksan/ftI2nKEU/wG2EvSU9P713Z46T8BU8obI+IxYJmkV6frT5S0RanYD4GJkt7c8jmeK+klqf7/IGmrtH1qWkCirdTpuDQiPgXMA57VYf3NrENNXqrazLqHs8jM6sBZZGZ1UGUWSeoFZgMvB54BvLa1Yy25IiKemRb6vAD4WDr2GRTzdu8HHA18Np1vWE3peJucehkXA/8DfA/497TvImAJ8CtJv6aYoHzYR2jTo6CzgG9L+jHw+w7r8E3gNakeLy7tewNwhqSbKVY93aV0zQBeAxwp6Y70Oc4BlqfReVcAP5N0C/B12nTwtTgB+HV6dHZf4Asd1t/MOjQodfwyMxsrziIzqwNnkZnVQcVZdDBwe0QsjYi1wFyK9QPWSYOshmzJXwbTHQvMjYg1EXEnxdoBB490sUbM8RYRw/YeRsQg8K/p1era9Boqd3rL19+l6LQqn+uc0vt154iI3/LE0WXXt5T7HcViDSN9huUUK5e22/dJ4JNttm+V/ryLYoEGIuI/gP8Y6VpmtmH8qISZ1YGzyMzqwFlkZnVQcRZNBe5peb8MeF65kKTTgDOBCfylz2cq8PPSsSPO8dWUEW9mZhuNH6kwszpwFplZHVSdRRtzXiUz6x45WSRplqSFLa9ZpdO1Gxb3pL69iJgdEU8F3gW8L+fYVo0Y8WZmtjE1ecUcM+seziIzq4Mqs6hlXqUjKUaJLJA0LyKWtBS7IiIuTOWPoZhX6ejSvEq7Af8jaZ+IGKisgmZWWzlZFBFzgDkjFFkG7N7yfhqwfITyc4H/O8pjPeLNzKzMq3eZWR04i8ysDirOoo06r5KZdY+Ks2gBMEPSXpImUHTqz2stIGlGy9tXAL9LX88DTkwLa+4FzAB+OdLFPOLNzKxk0INMzKwGnEVmVgcVZ9FGnVfJzLpHlVkUEf2STgeuAXqBiyNisaRzgYURMQ84XdIRQB/wMHByOnaxpK9SLPLZD5y2vpG37ngzMyvxfElmVgfOIjOrg5wsSvMotc6lNCc98rWuSJvD2s6rBMyWdBLFvEond3qsmXWnqttFETEfmF/a9v6Wr98+wrEfAj7U6bXc8WZmVuIWnJnVgbPIzOogJ4vqNq+SmXWPJreLPMebmVnJoDp/mZmNlaqzyCsJmtloVJxFG3VeJTPrHk3+Hc0j3szMSvx4l5nVQZVZ5JUEzWy0qsyijT2vkpl1jyb/juaOty43EJ0PyNxr0o5Z5147iv/nco+Z0jsxq/yD/Y9nld9m3BZZ5XvaTi0xvEf7/pxV/k9r8soD9GYu8d4feZE1oScvJv7Q99j6C7XI/Z4OZtZ/NAZqeJdkczJBY/9f08qB1Vnle5U3QHz1YF9W+Z7Mn+PdJj0lq7wyzw+wJvMz5H6P+gb7s8pP6Z2cVX756oeyym83YUpW+dzvz2hUnEXrVhIEkDS0kuC6jrdOVhIE7pQ0tJLgzyqtYQ3l/hXk/hzk/h/Yn/lrR99gXrsrevMe5Bmf2UaA/P/Hc0cuDOSef4wfXsr9HuVmy3j1ZpUfjarbRRtzXqXNVe7/+4MZvzMCRGb5/szfAUfTblkbee2KcWP8szPW9enN/P8j93s6bhQPR+b+H5iryb+juePNzKykyXdTzKx7VDyhuVcSNLNRcbvIzOqgyVnkjjczs5Imh7qZdY+cLOpgQnOvJGhmo+J2kZnVQZOzyB1vZmYl/m3SzOqg4izySoJmNipuF5lZHTQ5i7yqqZlZSZNXzDGz7uGVBM2sDtwuMrM6aHIWecSbmVlJk4cxm1n38EqCZlYHbheZWR00OYvc8WZmVtLkUDez7lF1FnklQTMbDbeLzKwOmpxF7ngzMytp8lLVZtY9nEVmVgfOIjOrgyZnkTvezMxKmnw3xcy6h7PIzOrAWWRmddDkLHLHm5lZSZNXzDGz7uEsMrM6cBaZWR00OYvc8WZmVjLY6Fg3s27hLDKzOnAWmVkdNDmLetZXQNKApEUtr+lp+8GSfiTpNkm/kXSRpC3SvqMl/TJtXyTpK5L2SPsulXRn2n6TpMNbrvXfadvNkr4uaatSXW6S9OXRflhJ0yWFpPNatu0gqU/SZ0Z73ipIesfQ98/MNq3BjJeZ2VhxFplZHTiLzKwOmpxF6+14A1ZFxMyW112Sdga+BrwrIv4KeDrwXWCKpP2BTwMnR8S+ETET+BIwveWcZ6ft7wAubNn+fyLi2RHxLOBu4PShHZKenup7iKQt21VU0l0dfJ6lwCtb3v89sLiD48baOwB3vJnVQGS8zMzGirPIzOrAWWRmddDkLOqk462d04DLIuJnAFH4ekT8AXgX8OGIuHWocETMi4gftTnPz4CpLeUeA5AkYDJP/J6dBFwOfA84ZpT1BlgF3CrpoPT+BOCrQzsl7SnpB2nU3Q9KI/U+JemnkpZKOm6orpI+IunXkm6RdELLuf4lbbtJ0vmSnirpVy37Z0i6QdIZwG7A/0r637TvKEk/k/QrSV8bGv2XzrMk1e+jG/B9MLNh9Kvzl5nZWHEWmVkdOIvMrA6anEWddLxNbnnM9Kq0bX/ghmHK7wf8aph9ZUcDV7dukHQJcD+wL8XIuSEnAF8Bvgy8tsPzD2cucKKkacAAsLxl32eAL6RRd18CPtWyb1fgRRQj5s5P2/4WmAk8GzgC+IikXSW9HHg18LyIeDZwQUTcATwqaWY69k3ApRHxqVSHwyLiMEk7AO8DjoiI5wALgTMlbQ+8Btgv1e+DG/h9MLM2BomOX2ZmY8VZZGZ14CwyszpochblPmr6mpyTS3pK6rD7raSzWnZ9RNJS4IvAh1uPiYg3UYz+upWisw1JzwX+GBG/B34APEfSdmnfe4c6BoHdWjoJZ49Qte8CR1J04H2ltO/5wBXp68spOtqGXB0RgxGxBNg5bXsR8OWIGEgj/q6D/8/encdJUtTpH/883TMDDDPcCHIoyLEIiKgcul4sAqIsoisi4gHIyuLK4q14LCLqLt76U1wd5FYuRXFkUU4BL2A4hmNAlhsG5L5hZpju/v7+iGjISaq7K5uq6czq582rXlRnRmZG1XQ9nRUZEcnWpEa4YyLiqfy6HsrlfwrsK6k/v74Tea5XA5sCf86va2/gxcBjwELgp5L+BXiq1YuTtL+kyyRdds+Td43yNphZK03uxmxmvcNZZGZ14CwyszpochaNd6jpPOBVo6x7JUBEPJjncpsFFG+U8GlgQ1KvruPKO4iIQVKD2DvzovcAm+Q53G4GVhheFxFfG24YBO4uNBJ+ZKTKR8TTpB57nwROG+O1Fv/dFhWeq53vpiEAACAASURBVPT/MtH63/w04C2kXnOXR8SDI2x7TuG1bBoR+0XEALBN3sfbSQ2Iz61wxKyI2Coitlpz+bVbFTGzUTR54k4z6x3OIjOrA2eRmdVBk7NovA1vPwT2lrTt8AJJ75O0JvAN4Av5ZgjDnnPTgIgYAr4P9El6c54rbcO8LwG7An+T1Ee6AcIWEbFeRKwH7MbzH276bdLNIcoNX38B9szP3wv8aYz9XAS8W1K/pNWBNwCXkuai+2DhTq+rAETEQuAs4H+AYwr7eRyYmZ9fDLy28H5Ml7RxnudtxYg4k3Qzhi0xs45rcjdmM+sdziIzqwNnkZnVQZOzaMp4NoqIeyXtCXxL0gtIjYoXAb+KiHskfRQ4XtJM4EHSHUq/1GI/IemrwGeAc4DjJK1A6vF1FfBhUkPWXRFRHDN5EbCppBdGxN/H+Rrm0fpupgcBR0v6NHA/aR620fyaNDz1KlIPt89ExD3A7/NcbpdJeho4E/h83ubnpLnhzi7sZxbwO0l/z/O87QOcJGmZvP6LpMa530halvQefbzKazaz9tQvqs1sMnIWmVkdOIvMrA6anEVjNrxFxIwRlv8VeP0I6/4X+N8R1u1T+vk0nh3u+doWm1xAmvOsuM0g6UYH5X2v1+qYhfW3kW4MUV5+LHBsocz2bdR7Rv5/kIbOfrrFNofz7E0Yil4HHJ1fx3DZH1C4mUREnE+aK65smxbLzKyD6tg92cwmH2eRmdWBs8jM6qDJWTSuHm82fvnOsBvQonHPzOphsNHXU8ysVziLzKwOnEVmVgdNziI3vC1lVe8Ma2ZLX5OvpphZ73AWmVkdOIvMrA6anEVueDMzK4kGX00xs97hLDKzOnAWmVkdNDmL3PBmZlbS5KspZtY7nEVmVgfOIjOrgyZnkRvezMxK6ngLajObfJxFZlYHziIzq4MmZ1HfRFfAzKxuosKjHZJ2lnSDpJskHdxi/RskXSFpQNLupXUvknS2pOslXSdpvXG/MDNrlE5nkZnZeDiLzKwOmpxF7vFmZlYy0MG4ltQPHAHsCMwH5kiaHRHXFYrdAewDfKrFLo4HvhYR50iaQbN7WZtZBZ3MIjOz8XIWmVkdNDmL3PBmZlbS4Yk7twFuiohbACSdDOwGPNPwFhG35XVLNKpJ2hSYEhHn5HJPdLJiZlZvTZ5E2Mx6h7PIzOqgyVnkhrceN1Chc8wMTau074UxULU6PDD4VOVtqlg8VK1O/ao22nqa+iuVH4rBSuVXXHb5SuXTMaoF0NSKI8zXnLZipfL3PP1otfILH6lUfkpftX+D8ehwl7K1gTsLP88Htm1z242BRyT9ClgfOBc4OKLiL1YNDAy1X+Wnx5EtTwwurFR+asXP8oKhpyuVX3Nqtc/N/QOPVypfVdVsBBiM7naufHJwUaXyM/qXrVR+5tTplcpPU7VTogG6/zF099aJV/UUf9FgtayoOl9NVPyb3ydVKr80qGKdBiv8/QCY1lfts1z1Pa26/z6qvd6q56ZTKv49Gw9nUef1Vzwfn1Lx96I/6jWjVF/F+o+ngaXqecsyfVO7uv+q/8ZVVf0uvqDi36eZU5arVH5paHIW1esTaWZWA1HhP0n7S7qs8Ni/tLtWZ9ztnk1MAV5PGoK6NfAS0pBUM5sEqmSRmVm3OIvMrA6anEXu8WZmVlLlakpEzAJmjVJkPrBu4ed1gLvb3P184MrCMNXTgVcDR1Woopk1VJOv7JpZ73AWmVkdNDmL3PBmZlZSdfjuGOYAG0laH7gL2BPYq8K2K0taPSLuB7YHLutk5cysvjqcRWZm4+IsMrM6aHIWeaipmVlJJ29VHREDwIHAWcD1wKkRMU/SYZLeBiBpa0nzgXcBP5E0L287SBpmep6ka0jDVo/s2As1s1rrZBaZmY2Xs8jM6qDJWeQeb2ZmJYMd7sgcEWcCZ5aWHVJ4Poc0BLXVtucAW3S0QmbWCJ3OIjOz8XAWmVkdNDmL3PBmZlbS3Eg3s17iLDKzOnAWmVkdNDmL3PBmZlYyVMsOymY22TiLzKwOnEVmVgdNziI3vJmZldTxFtRmNvk4i8ysDpxFZlYHTc4iN7yZmZU0uRuzmfUOZ5GZ1YGzyMzqoMlZ5IY3M7OSaPCtqs2sdziLzKwOnEVmVgdNzqK+ia6ApJB0QuHnKZLul3RGF451m6TVOr3fTpD0dkmbTnQ9zCzNH9Duw8ysW5xFZlYHziIzq4MmZ1Ederw9CWwuabmIWADsCNw1wXV6Dkn9ETHYxUO8HTgDuK6LxzCzNgzWMKzNbPJxFplZHTiLzKwOmpxFE97jLfsdsEt+/h7gpOEVkpaXdLSkOZKulLRbXj5d0qmSrpZ0iqRLJG2V1/2PpMskzZP05fLBJC0n6feSPpR/Pl3S5bn8/oVyT0g6TNIlwBcl/bqwbkdJv8rP3yPpGknXSvp6oczOkq6QdJWk8yT1SbpR0up5fZ+kmyS9AXgb8E1JcyVtkB+/z/X6o6RN8jbvyse5StJFnXn7zayoyVdTzKx3OIvMrA46nUX5O9IN+XvQwS3WvyF/hxqQtHtp3WD+vjRX0uwOvUQza4AmZ1EderwBnAwckoeXbgEcDbw+r/sCcH5EfFDSSsClks4FPgw8HBFbSNocmFvY3xci4iFJ/cB5kraIiKvzuhn5eMdHxPF52Qdz+eWAOZJOi4gHgeWBayPiEEkCrpe0ekTcD+wLHCNpLeDrwKuAh4GzJb0d+DNwJPCGiLhV0ioRMSTpZ8B7ge8BOwBXRcRF+R/rjIj4JYCk84ADIuJGSdsCPwK2Bw4B3hwRd+X34zly4+H+AOuvuDFrLL9W1X8Ps0mtyfMHmFnvcBaZWR10Movy97MjSKOc5pO+e82OiOKonzuAfYBPtdjFgojYsmMVMrPGaHIW1aLHW24UW4/U2+3M0uqdgIMlzQUuAJYFXgS8jtSARkRcC1xd2GYPSVcAVwKbAcW5034DHFNodAM4SNJVwMXAusBGefkgcFo+RgAnAO/LDV6vIfXU2xq4ICLuj4gB4OfAG4BXAxdFxK15+4fyPo8GPpCffxA4pvx+SJoB/CPwi/y6fwK8MK/+M3Bs7q3XX942H2tWRGwVEVu50c2suqEKDzOzbul0FrmXiZmNR4ezaBvgpoi4JSKeJn2f261YICJuy98PfaplZs9ochbVpccbwGzgW8B2wKqF5QLeGRE3FAvnHmjPIWl9Uovk1hHxsKRjSY11w/4MvEXSiRERkrYj9Tx7TUQ8JemCQvmFpXndjgF+CywEfhERAyPVI9f7OU2yEXGnpHslbQ9sS+r9VtYHPNKqBTUiDsg94HYB5kraMvfOM7MOCQ/bMrMa6GQWuZeJmY1Xh8+L1gbuLPw8n/SdqF3LSroMGAAOj4jTO1k5M6uvKllUHAWYzYqIWYWfl2oW1aLHW3Y0cFhEXFNafhbwH8MNXJJekZf/CdgjL9sUeFlevgLphg2PSloDeEtpf4cAD5KGbgKsSBqy+lSeR+3VI1UwIu4G7ga+CBybF18CvFHSavmk9j3AhcBf8/L1cx1XKezqp8DPgFMLDXuPAzPzcR4DbpX0rrytJL08P98gIi6JiEOAB0g99MysgzyvkpnVQYezyL1MzGxcqmSRpP2V5toefuxf2l2rTgtVTqheFBFbAXsB35O0wbhfmJk1SpUsKo4CzI9Zpd0t1SyqTcNbRMyPiO+3WPUVYCpwtaRr88+QGs5Wl3Q18FnSUNNHI+Iq0hDTeaTGvD+32OfHSC2U3wB+D0zJ+/kKabjpaH4O3Dl8hTgi/g58DvgDcBVwRUT8Js8Dtz/wqzyM9ZTCPmaT5porDjM9Gfi00g0kNiD1hNsvbzuPZ0+Ov6l8IwfgonxMM+ugwRhq+2Fm1i0dzqJWV3bXrlCdZfOX6IvzXLZmNklUyaI2vuzOZ8mOA+uQOja0JXeEICJuIU1D9IpRNzCzntHh86KlmkUTPtQ0Ima0WHYBqfJExALg31psuhB4X0QszA1V5wG35232GeFY6xV+3LfwvNwrbsS6keaWO7JU7kTgxBbb/440D1zZy0k3VfhboeyfWXIuOoCdW+zzX1rV1cw6x0NNzawOOjykohNXdu+W9BLgfEnXRMTNFbY3s4bq8HnRHGCjPCroLmBPUo+RMUlaGXgqIhZJWg14LfCNTlbOzOqryVk04Q1vz8N04A+SppJOJj+ch050jaTLScNYP/k89nEw6Y6sreZ2M7MaGPKdBM2sBqpkUW5kK/csKerYld08H+4rADe8mU0CnTwvynNkH0iaTqgfODoi5kk6DLgsImZL2hr4NbAysKukL0fEZsBLgZ9IGiKN3Dq8NE+lmfWwJmdRYxveIuJxYKulfMxXdWAfhwOHd6A6ZtYlbnYzszrocBa5l4mZjUunz4si4kzgzNKyQwrP55AuDpS3+wvPzuttZpNMk7OosQ1vZmbd4psmmFkddDKL3MvEzMbL50VmVgdNziI3vJmZlTQ51M2sd3Q6i9zLxMzGw+dFZlYHTc4iN7yZmZWE53gzsxpwFplZHTiLzKwOmpxFbngzMysZpK1bUJuZdZWzyMzqwFlkZnXQ5Cxyw5uZWUmTr6aYWe9wFplZHTiLzKwOmpxFbngzMytp8vwBZtY7nEVmVgfOIjOrgyZnkRveetwU+tou++TQ05X2/cjAk1Wrw0pTlq9Uvh9VKj+jf9lK5e9f/FjF/S9TqfzMqdMrlX/06acqlQd4OgYrle9X+78TAI8NLqxUfuaU5SqVnza9Wgxd/eCtlcqPR5OvptTV4FB3u4ZPVX+l8tMrfpY1VC2L7h94vFL5ZfumVSpf9cRjPCcq0/qqfTYHhqplUZ+qvaePDlbLxykVfycWDS2uVH5mxb834+EsmnhVf08XDlb7PRqMatlY9W+4Kp5HVTVUsf5QPY+qvuaqWVR1/5ORs6jzBiqevy+o+FGrOiSvatZ1+3MznuyqWqeq+RsVs2tqxfOoqvuvWr7qv3HV31GA1abOqLxNFU3OIje8mZmVNPlqipn1DmeRmdWBs8jM6qDJWeSGNzOzkqpXkMzMusFZZGZ14Cwyszpocha54c3MrKRq13Mzs25wFplZHTiLzKwOmpxFbngzMysZavD8AWbWO5xFZlYHziIzq4MmZ5Eb3szMSprcjdnMeoezyMzqwFlkZnXQ5Cxyw5uZWUmTr6aYWe9wFplZHTiLzKwOmpxFbngzMytp8tUUM+sdziIzqwNnkZnVQZOzyA1vZmYlTb6aYma9w1lkZnXgLDKzOmhyFrnhzcyspMlXU8ysdziLzKwOnEVmVgdNziI3vJmZlQzG4ERXwczMWWRmteAsMrM6aHIW9XVz55JC0rcLP39K0qFjbLOdpH/scD1uk7Rai+VPtFi2lqRfFupyRn6+j6QfdrJeo5F0qKRP5efHStp9aR3bbLKLiLYfZmbd4iwyszpwFplZHTQ5i7ra8AYsAv6lVaPXKLYDKjW8SeqvUn40EXF3RDzvRi5J7k1o1lBDRNsPM7NucRaZWR04i8ysDpqcRd1ueBsAZgEfL6+QtKukSyRdKelcSWtIWg84APi4pLmSXl/u7TXcSy33RvuDpBOBa/Ky0yVdLmmepP3braSk1ST9VdIuktaTdO0Y5VeXdJqkOfnx2rz8UEmzJJ0NHN9iu89IukbSVZIOz8s2kPT7XO8/StpkjGMfLuk6SVdL+la7r9HM2tfkqylm1jucRWZWB84iM6uDJmfR0uiVdQRwtaRvlJb/CXh1RISkfwU+ExGflPRj4ImI+BaApP1G2fc2wOYRcWv++YMR8ZCk5YA5kk6LiAdHq5ykNYDZwBcj4pzc+DeW7wPfjYg/SXoRcBbw0rzuVcDrImJB6ThvAd4ObBsRT0laJa+aBRwQETdK2hb4EbD9CHVdBXgHsEl+31Yaodz+wP4AG674D6y5/NptvCQzG9bkO+aYWe9wFplZHTiLzKwOmpxFXW94i4jHJB0PHAQUG6PWAU6R9EJgGnBrq+3HcGmh0Q3gIEnvyM/XBTYCRmt4mwqcB3wkIi6scNwdgE0lDf+8gqSZ+fnscqNbYZtjIuIpgNxAOIM0rPYXhX0tM8pxHwMWAj+V9L/AGa0KRcQsUoMer1/7Tc397TSbIJ2+Y46knUkN9v3ATyPi8NL6ZUi9ZF9Fyqx3R8RtkqYCPwVeScrr4yPivztaOTOrrSbfvcvMeoezyMzqoMlZtLTmIfsecAVwTGHZD4DvRMRsSdsBh46w7QB5SKxS69S0wronh5/kfewAvCb3KLsAWHaMeg0AlwNvBqo0vPXl45R7tS1RpxLBc35T+oBHImLLdg4aEQOStgHeBOwJHMgIvePMbPw62T05z0F5BLAjMJ/UG3d2RFxXKLYf8HBEbChpT+DrwLuBdwHLRMTLJE0HrpN0UkTc1rEKmllt1XGohJlNPs4iM6uDJmdRt+d4A1LvLuBU0pfLYSsCd+XnexeWPw7MLPx8G6kXCMBupF5qraxI+uL6VJ4n7dXtVA34ILCJpIPbKD/sbFKjFwCS2mk4Oxv4YP7yjKRVIuIx4FZJ78rLJOnlI+0g95BbMSLOBD4GtNVgZ2bVDMZQ2482bAPcFBG3RMTTwMmkLCvaDTguP/8l8KZ8oSGA5fPNWpYDnib1fDWzSaDDWWRmNi7OIjOrgyZn0VJpeMu+DRTvbnooaYjlH4EHCst/C7xj+OYKwJHAGyVdCmzLyD3Kfg9MkXQ18BXg4nYqFRGDpN5j/yTp39t8LQcBW+UbHFxHuiHEWMf5PWkuucskzQU+lVe9F9hP0lXAPJ77hbxoJnBGfo0X0uKmFWb2/A1FtP1ow9rAnYWf5+dlLctExADwKLAqqRHuSeDvwB3At/KFDDObBDqcRWZm4+IsMrM6aHIWdXWoaUTMKDy/F5he+Pk3wG9abPN/wBalxcXea5/L5S4ALihstwh4ywj1WG+0+uVeKG8urNq8fIyIOBY4Nj9/gDQMrLy/Q1sdp7D+cODw0rJbgZ1H21dE7FNYtc1oxzCz569KN+bizUyyWXmexWeKtDpEeTcjlNkGGATWAlYG/ijp3Ii4pe0KmlljNXlIhZn1DmeRmdVBk7Noac3xZmbWGEMVJu4s3sxkBPNJN3sZtg5w9whl5udhpSsCDwF7Ab+PiMXAfZL+DGwFuOHNbBKokkVmZt3iLDKzOmhyFi3NoaZmZo0QEW0/2jAH2EjS+pKmkYa2zy6Vmc2zc13uDpwfaed3ANvn+R+XJ/X+/VtHXqSZ1V6Hs8jMbFycRWZWB03OIvd4MzMr6eS8APluxAcCZwH9wNERMU/SYcBlETEbOAo4QdJNpJ5ue+bNjyDdDfpa0nDUYyLi6o5VzsxqrY5zlJjZ5OMsMrM6aHIWueHNzKyk03fCyXciPrO07JDC84XAu1ps90Sr5WY2OdTxrlxmNvk4i8ysDpqcRW54MzMrqWP3ZDObfJxFZlYHziIzq4MmZ5Eb3szMSqLBE3eaWe9wFplZHTiLzKwOmpxFbngzMytp8tUUM+sdziIzqwNnkZnVQZOzyA1vZmYlTQ51M+sdziIzqwNnkZnVQaOzqMotWf3onQewv8s3q06TrfzSOoYfE/uo2+9dL/xeu/zEH8NZ1LxH3X4neuH3erKVr2OdnEXNe9Txd6JudZps5etYJ2dR9UcfNlnt7/ITfgyXr8cxbGLV7feuF36vXX7ij+Esap66/U70wu/1ZCu/NI7hLOp9dfydqFudJlv5pXGMupXvOW54MzMzMzMzMzMz6wI3vJmZmZmZmZmZmXWBG94mr1kuP+HHcPl6HMMmVt1+73rh99rlJ/4YzqLmqdvvRC/8Xk+28kvjGM6i3lfH34m61WmylV8ax6hb+Z6jPNmdmZmZmZmZmZmZdZB7vJmZmZmZmZmZmXWBG97MzMzMzMzMzMy6wA1vZmZmZmZmZmZmXeCGN2tJ0iaS3iRpRmn5ziOU30bS1vn5ppI+IemtFY53fIWyr8v732mE9dtKWiE/X07SlyX9VtLXJa3YovxBktatcPxpkj4gaYf8816SfijpI5KmjrDNBpI+Jen7kr4t6YBWdTGzJTmLRj1+5SzK5ZxHZhVNpizK5XxuZFZDTc6iXKZ250bOIlsafHOFSU7SvhFxTGnZQcBHgOuBLYGPRsRv8rorIuKVpfJfAt4CTAHOAbYFLgB2AM6KiK+Vys8uVwP4J+B8gIh4W6n8pRGxTX7+oVy3XwM7Ab+NiMNL5ecBL4+IAUmzgKeAXwJvysv/pVT+UeBJ4GbgJOAXEXH/KO/Zz/NrnQ48AswAfpX3r4jYu1T+IGBX4ELgrcBc4GHgHcC/R8QFIx2r10h6QUTc18X9rxoRD3Zr/9Y9zqLuZ1HexnmEs8hG5ix6ZhufGy0FziIbSS9mUS5Xq3MjZ1HiLFoKIsKPSfwA7mix7BpgRn6+HnAZKdgBrhyhfD8p4B4DVsjLlwOublH+CuBnwHbAG/P//56fv7FF+SsLz+cAq+fnywPXtCh/ffFYpXVzW+2f1PtzJ+Ao4H7g98DewMwW5a/O/58C3Av05581wuu9plBmOnBBfv6iVu9nXrcicDjwN+DB/Lg+L1up4r/x71osWwH4b+AEYK/Suh+1KL8m8D/AEcCqwKH5dZ0KvHCE465SeqwK3AasDKzSovzOpdd/FHA1cCKwRovyhwOr5edbAbcANwG3t/o98qPeD2dR97Oo+B7l52PmUd2yKC+vlEfOIj+qPJxFzx6jm3lUtyzKy7t6buQs8qPKoxezKK+r1bnRRGZR3t9S/57mLJqYh4eaTgKSrh7hcQ2wRotN+iPiCYCIuI0Uum+R9B1SaJUNRMRgRDwF3BwRj+VtFwBDLcpvBVwOfAF4NNKVhAURcWFEXNiifJ+klSWtSrpScX/e/5PAQIvy10raNz+/StJW+X3YGFjconxExFBEnB0R+wFrAT8CdiYFRav6TANmkgJ6uCvyMsBIw7umFMrMzAe9Y5Typ5KutmwXEatGxKqkK04PA78oF5b0yhEeryJdESs7hvRveRqwp6TTJC2T1726RfljgeuAO4E/AAuAXYA/Aj8e4TU8QPp3Hn5cBqxN+qN+WYvy/1V4/m3SH/pdSX/If9Ki/C4R8UB+/k3g3RGxIbBj3t5qxllUiyyCanlUtyyC6nnkLLIlOIvGzKK8u1qdG3U7i6D750bOIlvCJMwiqOe5UdeyKL+2un1PcxZNhIlu+fOj+w9Sa/+WwItLj/WAu1uUPx/YsrRsCnA8MNii/CXA9Py8r7B8RUpXMkrbrUMKqB/S4qpOodxtpGC9Nf9/zbx8Bq2vjKxICqCbc90W5+0uJHVhLpdv2essr1uuxbKP5/3dDhwEnAccSbqy8KUW5T9Kuiowi3R1ZN+8fHXgohGOe8ModXrOOmAw/7v9ocVjQYvyc0s/fwH4M+mKx3P+zVjyitYdo+2rsPxTpCtSLyssu3WU13XFKPVr9e/8N2BKfn5xaV3Lq2x+TOzDWTSxWZS3qZRHdcui8vvUTh45i/xo8W/mLBoli/I2tTo36nYW5W26em7kLPKjxb/ZpMqiwrHbzqOmZ1FeXqvvac6iiXlMeAX8WAr/yKk76OtGWHdii2XrDAdni3WvbbFsmRHKrlb8QI9Sv12A/xrH65oOrD/K+pnAy4FX0aIbbKHcxuM49lrAWvn5SsDuwDajlN8sl9mkzf2fDXymWG/Sla/PAue2KH8tsNEI+7qzxbLrKfwBzsv2BuYBt7cof1Xh+VdL60YMUJ79w/2d/O9xyyhl5wOfAD5J+oOpwrpWXcP/I79P25O6VH8PeAPwZeCEqv+mfnT/4Sya+CzK5drOo7plUV5fOY+cRX6U/s2cRaNkUS5bq3OjbmdRXt71cyNnkR+lf7NJmUW5TG3OjbqZRXl97b6nOYuW/sM3VzCrIUkrAwcDuwEvyIvvBWYDh0fEw6Xyu5OC9YYW+3p7RJxeWvYN4OyIOLe0fGfgBxGxUWn5YcA3IndvLyzfMNdn9zFez66kqzXrRcSaI5T5UmnRjyLifklr5mN/oMU22wEfBjYmXfG7EzgdODoiRuribmZtqlsW5XXjziNnkVkzdTuL8vKldm7kLDJrpqpZlLep7fc0Z9HS44Y3s4ZRi7scNaG8pOWADSLi2rrUyczGr46f43a2cRaZ9Za6ZEvV8s4is95Sl2ypWt5ZtHS44c2sYSTdEREvamr5utbJzKqp4+e4bnVyFpl1n7Ol8+XNrDpnS+fL95IpYxcxs6VN0tUjraLFXY7qVr6udTKzaur4Oa5bnZxFZt3nbOl8eTOrztnS+fKThRvezOppDeDNpFtTFwn4SwPK17VOZlZNHT/HdauTs8is+5wtnS9vZtU5WzpfflJww5tZPZ0BzIiIueUVki5oQPm61snMqqnj57hudXIWmXWfs6Xz5c2sOmdL58tPCp7jzczMzMzMzMzMrAv6JroCZmZmZmZmZmZmvcgNb2ZmZmZmZmZmZl3ghjczMzMzMzMzM7MucMObmZmZmZmZmZlZF7jhzczMzMzMzMzMrAvc8GZmZmZmZmZmZtYFbngzMzMzMzMzMzPrAje8mbVB0j6S/jRGmSckvWSU9fMkbdfxyo2iXG9JIWnDpVkHMzMz6w2S1svnElMmui5mZkWSjpX01RHWjfhdTtJ7JZ1d+PmZ70uj7XNpKeeupAsk/etE1smqc8ObNZKk2yQtkPS4pEck/UXSAZIm7Hc6ImZExC25fs8J6YjYLCIuqLpfSdMkHSrpRklP5td+tKT1OlJxs0mkkB1PFB5r5XVjftYk7SjpDzl7HpQ0V9JnJS2b1x8qaXHe73A2vaaw/aaSLpP0cH6cK2nTFvU8NJ9kbdOh1z28v4NKyz+Wlx/aieN0Wq73zya6HmZ1krPpaUmrlZbPzZ/n9SamZvVXhy/RZk2Uc+deScsXlv2rpAva3L62f88j4ucRsdNE18N6mxverMl2jYiZwIuBw4HPAkct7UoshXPW/wAAIABJREFUhau+vwTeBuwFrAi8HLgceFOXj2vWq3bNDeXDj7vz8lE/a5LelcucCLw4IlYF3g2sA6xb2P8pETEDWA34A/CLwrq7gd2BVfL62cDJxcpJEvB+4CFg79FeiKSo8Lr/r8X+PpCXm1mz3Aq8Z/gHSS8Dlpu46lQnqX+i62BmlUwBPjoRB25aL9um1de6zw1v1ngR8WhEzCZ9Ad5b0uYAkpaR9C1Jd+QrND+WtFxet52k+ZI+Kek+SX+XtO/wPiWtKmm2pMckXQpsUDxmvqL8EUk3AjcWlm0oaX/gvcBncq+X3+b1t0naIT/vl/R5STfnnjOXSyp+cR8+zg7AjsBuETEnIgby6z0iIo7KZVaUdFR+DXdJ+mo7J7OS3irpunz8uyR9qvq7b9Ybxvqs5caw7wCHRcSREfEQQETcEBH/ERE3lvcZEQPAz4G1Ja2elz0SEbdFRAACBoHy8O/XA2uRTm73lDStQy9zDjBd0mb5NW9G+qI+p/RefEjSTZIeyjm4VmFdKPUuvjH32DsivzdI6pP0RUm351w9XtKKhW1fl3sAPiLpTqVhH1vnfJ5SKPfO3HNnZ+DzwLtzll6V14+YeTmDL5T0qKQHJJ3SoffOrG5OIDWcD9sbOH74h9HOgfL6z+TP0N2510pxaNUukq7M50B3apQesfnzelvh3OsXku7Jn8GLhvMmrztW0v9IOlPSk8AnRvr8F17D93Id787PlymU3S1nxWP5fGpnSe+SdHmpjp+UdPoo52drSTpN0v2SblWhZ7CkbZR6KT+W6/qdNv99zHrRN4FPSVqp1UpJ38+Z8ZjSd5vX5+Uj/T1/5rtR/vmZXnF6dnjlfpLuAM7Py0fMmCokfVPSn/I5xZhTChW2++ecO8OjGrYorLtNaRTE1cCTatH4JmkzSeconWPdK+nzeXmfpINzlj0o6VRJq7RRH5/3NIQb3qxnRMSlwHzSl1aArwMbA1uSvtiuDRxS2GRNUq+WtYH9gCMkrZzXHQEsBF4IfDA/yt4ObAssMUwsImaRvmx/I/em2bXFtp8gXal+K7BC3v9TLcrtAFwaEXeO+MLhOGAgv8ZXADsB7Yz7Pwr4t9xrcHPyHzSzSWqsz9o/kHq2ndbuDpUazD4APAg8XFr3CCljfgD8V2nTvYHfAsMnT//c7jHbUPyyvsQX9Vyv7YH/BvYg5d/tlHrk5fpsTeoRuAfw5rx8n/z4J+AlwAzgh3m/LwJ+R3q9q5NyeW5EzCG9PzsW9v8+4ISI+D3pvTklZ+nL8/rRMu8rwNnAyqR/rx+0+b6YNc3FwAqSXpobnt8NFIdxjXgOlL8Ef4KUexsCbyzt+0lSTqwE7AJ8WNLbyxVQumD5dWCHiLg2L/4dsBHwAuAK0vlQ0V7A14CZpM9ny89/fv4F4NX5Nbwc2Ab4Yj72NqT8+nSu5xuA20i9iNeX9NLyPludnylNUfJb4Kr8Hr0J+Jik4Vz7PvD9iFiBdBH21PL7YDaJXAZcAIx0sX4O6fO6Cml0wC8kLTvK3/N2vBF4Kc+ea4yVMaPKDVxHAlsAO0XEoxW2fSVwNPBvwKrAT4DZxQsCpO93uwAr5Quwxe1nAucCvyddYN0QOC+vPoj03fKNed3DpO+jY/F5T0O44c16zd3AKpIEfAj4eEQ8FBGPkwJ/z0LZxaTeK4sj4kzgCeAf8gnsO4FDIuLJfDJ5XItj/Xfe94Jx1PNfgS/m3jIREVdFxIMtyq0K/H2knUhaA3gL8LFc1/uA75Ze50gWA5tKWiEiHo6IK8bxOsya6PR8pfIRSafnZaN+1kjDQgHuGV4g6eS8j6ckvb9Qdo/csLaAlEO7l0++ImIlUsP/gcCVhX1OB94FnBgRi0lDW0cdblrRz4D3SJpKyonyfCvvBY6OiCsiYhHwOeA1WnLOqMNzz707SENptyxs+52IuCUinsjb7pmv+L4XODciTsqZ+2BEzM3bHUf6Yky+uvtm0gn7c7SReYtJ0w+sFRELI6KtK9hmDTXckL4j8Dfgrrx8rHOgPYBjImJeRDwFfLm404i4ICKuiYihiLgaOInnNs59jNTotV1E3FTY9uiIeDznx6HAy1Xo+Qr8JiL+nPe9kNE//+8lnafdFxH353oOZ+1+pKw6J+/rroj4Wz7uKYV9bgasB5wxwnu4NbB6RBwWEU/nuXqPZMlM2VDSahHxRERcPMJ+zCaLQ4D/UO7JXxQRP8t/3wci4tvAMqQLl8/Hofnv/YJ8jLEyZjRTSXm2CmnakVadHkbzIeAnEXFJRAxGxHHAItIFgmH/LyLuHOH74T8D90TEt/M5yuMRcUle92/AFyJifuG17d6q11yJz3sawg1v1mvWJs2LtDowHbh8+As26epC8Y/Eg6Uvw0+RemisTprDoNjz5fYWxxqtF9pY1gVubqPcg6ReJyN5MemPyN8Lr/MnpKtAY3knqcfd7bmL8mvG2sCsR7w9IlbKj+FeHGN91oYbxp8pExF75ga0K4Di8O5T8/I1gGuBV7XaYUQ8CfwYOF7S8Gf2HaTeXGfmn38OvGX4BFdpuOYjhc87xZ8lvW60F54by24ifQm/sUUPv7Uo5F1uQHuQlK3D7ik8H87N52ybn0/J78NomfczYFdJM0gNAn+MiJEaQcfKvM+QGh0uVbqTdKveyma94gRSD7J9WLL36ljnQGux5DnMEjkgaVulm8jcL+lR4ACevfgw7NPAERExv7Bdv6TD81Cpx0g90ChtW86c0T7/rTJleOj7aJlyHLBXvgj7flImLxqh7IuBtUq5+nlSbkFq4NsY+JukOZI62QPZrHFyh4QzgIPL65SGdV+fhz0+QrrAWM6Oqp7JjDYzZjQbArsBX46Ip8dRlxcDnyzlxbo8m0tL1LeF0XLrxcCvC/u9njQdyRojlB/m856GcMOb9QxJW5O+HP4JeIDU22SzwhfsFSNNeD6W+0lffItzrr2oRbnRJjUfa8LzOynNGzeCc4FtJK0zyn4WAasVXucKETHmfAeR5rHajfSF9XQ8fMImt7E+a8O9Sf6l3R1GxAOkK5iHShqpUa+P9AV5uGFrb1JD1h2S7iHdmGEqeRL1iPhT4bO+Ul62UuHRzpXO44FPUhpmmt1NOvkDQOnuZavybE+a0SyxLSk3B4B7GSXzIuIu4K+kRsf38+wwM3hulo6aeRFxT0R8KCLWIr33P1Ket8qs10TE7aSbLLwV+FVh1VjnQH8nDUkaVp5j9kTSkM11I2JF0gUClcrsBHxR0jsLy/YifandgfSFe728vLjtEp/pMT7/rTJl+GY4o2XKxcDTpKlH9mLsTLm1lKMzI+KteV83RsR7SOdKXwd+qcJdHc0mqS+Ren89c1FOaT63z5Ia0FfO5yiP8uznv9V3oydJ50DD1mxRprhdOxkzmuuBfYHfSRpPT7w7ga+V8mJ6RJw0Qn1bbT/S9787gbeU9r1szsgR+bynOdzwZo0naYV8BfJk4GfDwyNIQwW+O9yTRNLahTk7RhQRg6QT2EMlTZe0KdWHet1LmuNoJD8FviJpIyVbSFq1RV3OBc4hXQF5laQpkmYqTW7+wXxV+Gzg2/l96JO0gaTykJAlSJom6b2SVow0nO0x0lUVs0mpjc9akBqrvqR084GV82d3I0a5GhkRfwPOIl2RRNKOkl6Rr9quQLphw8PA9ZKG5xf6Z9LwzeF5jb5OZ4ebnkL60tyqsf1EYF9JWyrNWfJfwCURcVsb+z0J+Lik9XPvleH5XIZvMrGDpD3ye7uqpC0L2x5Peo9eBvy6sPxeYD2leZgYK/OUJlYfblB4mHQC7GyzXrYfsH3uQTtsrHOgU0mf85cqDW8/hCXNBB6KiIVKc6nt1eK484CdSfPjvq2w3SJSL9npPHf+ypGM9Pk/idS4t7qk1XI9h4fHH5Vfw5tyDqwtaZPSPn8IDJQuSJTPzy4FHlOaEH25nM2b54u5SHqfpNXzeeUjeRtnik1qkYaXn0Kal2zYTNLFtvuBKZIOIc1jPWyJv+fZXNKUFFMlbUW66/toxpsxxbqfROrVeq6kdjpBFB0JHKDUK1iSlle6Gc3MNrc/A1hT0seUbh4zU9K2ed2Pga9JejFAzr3dxtqhz3uaww1v1mS/lfQ46QrBF0hfYPctrP8saUjVxbk78rm0P8/AgaReJ/cAxwLHVKzbUaT504pzSBV9h3Tiezap0eso0t0FW9mdNOzsFNKVo2uBrUivB9L8LtOA60iB+0tGHzI37P3Abfm9OYA8H4rZJDbqZy0iTiFdyX0fKXceIH2OZ5F6po3km8D++QvwSqQvk4+ShhtsCOwcaa6j95NuOHB2voJ5T0TcA/w/YAvluwY+XxGxICLObTX/SEScB/wn6SYSfyddmW1nzkhIEw6fAFxE6oWzEPiPvN87SL1yPkmaDmAuqVFx2K/JwyxKDQjD7+uDkobnoRwt87YGLpH0BKnHzkcj4tY262/WOBFxc0Rc1mLViOdAEfE7Uq78IZf5a95meDjmvwOH5XOsQxihR3xEXEW6UHCkpLeQGrtuJ/WQvY50A4h2jPT5/yppMvergWtIw/q/mo99Kemc77ukPL2QJXvHnUC6cVSxtxuUzs/yxdZdSRc6biXl+k9JvWkgNS7Oy5nyfWDPnNdmk91hQLH351mkGx/8HykHFrLksMtWf8//k3Se8TBpDseW87sWjDdjlpDnZjsMOF9LzmE71naXkXr6/ZBU55tIQ/3b3f5x0pycu5K+Y95IuiEVpHyZDZyds/di0k38xuLznoZQuohvZmZmNnEk3Uy60/K5YxY2s45RugPotcAypblvl2YdOvr5l7QccB/wyoi4sRP7NDMzGy/3eDMzM7MJpTRPVADnT3RdzCYDSe/I006sTBrO/tsJbHTrxuf/w8AcN7qZmVkdjHV7WjMzM7OukXQBsCnw/jyPkpl137+RptIYJA3T/PeJqEQ3Pv+SbiNNtv72MYqamZktFR5qamZmZmZmZmZm1gUeampmZmZmZmZmZtYFbngzMzMzMzMzMzPrAs/x1uO2WPM1bY8lnqL+SvvuV/V220VDiyuVXxp1quKah26rVH7rVTeqVH7B0NOVygNIqrxNFQsGq9VpxSnTK5V/uuJczk8NLqpUHmDevZdUepMWP3BL25+bqau9pLv/AD1ikxds3fZ7OqN/2cr7H6w4NVC3PzdPD1X7vZ5aMeuW7Z9WqXwf1V9v1bzutqp/Dy5/oNqc6luutkGl8o8sfrJSeYAb77/cWTTBtnrh6yvNsfJkxb85y/cvU6n8+tNWqVT+sYrnCefde3Wl8q9/waaVyo/HE0MV39O+anm3uOLfg6kVzx1vX3B/pfKLY7BS+XWXW71S+WUqZiPABfPPdRZNsK3XekOlLKr6OXhscGGl8o8PLKhUfnrFrAuqTW81TdWbKbp9bqeK51JVz+2qZsXMvmr/Bo8OVvs3rnreBTD3oVsqlV+48I5Jk0VueDMzKxuq9ofPzKwrnEVmVgfOIjOrgwZnkRvezMzKfGNFM6sDZ5GZ1YGzyMzqoMFZ5IY3M7OyoeaGupn1EGeRmdWBs8jM6qDBWeSGNzOzkmjw1RQz6x3OIjOrA2eRmdVBk7PIDW9mZmWD1SbGNzPrCmeRmdWBs8jM6qDBWeSGNzOzsgZP3GlmPcRZZGZ14CwyszpocBa54c3MrKzB3ZjNrIc4i8ysDpxFZlYHDc4iN7yZmZU1eOJOM+shziIzqwNnkZnVQYOzyA1vZmYlTZ6408x6h7PIzOrAWWRmddDkLHLDWwdIGgSuAQQMAgdGxF+e5z73AbaKiAMlHQo8ERHfer51NbM2NPhqipn1EGeRmdWBs8jM6qDBWeSGt85YEBFbAkh6M/DfwBsntkpmNm6Diye6BmZmziIzqwdnkZnVQYOzqG+iK9CDVgAebrVC0gckXS3pKkkn5GWrSzpN0pz8eO1oO5d0kKTr8n5O7kL9zSyG2n+YmXWLs8jM6sBZZGZ10OAsco+3zlhO0lxgWeCFwPblApI2A74AvDYiHpC0Sl71feC7EfEnSS8CzgJeOsqxDgbWj4hFklbq6Ksws6TB3ZjNrIc4i8ysDpxFZlYHDc4iN7x1RnGo6WuA4yVtHhFRKLM98MuIeAAgIh7Ky3cANpU0XG4FSTNHOdbVwM8lnQ6c3qqApP2B/QHWnrk+q0xfY5wvy2ySquFVEjObhJxFZlYHziIzq4MGZ5Eb3josIv4qaTVgdeC+wioB0WKTPuA1EbGguLDQEFe2C/AG4G3Af0raLCIGSnWYBcwC2GLN17Q6ppmNpsFXU8yshziLzKwOnEVmVgcNziLP8dZhkjYB+oEHS6vOA/aQtGouNzzU9GzgwML2W46y7z5g3Yj4A/AZYCVgRudqb2YAEYNtP8zMusVZZGZ14Cwyszpocha54a0zlpM0N8/zdgqwd5T+tSNiHvA14EJJVwHfyasOArbKN0u4DjhglOP0Az+TdA1wJWluuEc6/WLMJr0GT9xpZj3EWWRmdeAsMrM66HAWSdpZ0g2SbpJ08Ahl9sg3t5wn6cTC8r0l3Zgfe491LA817YCI6G+z3HHAcaVlDwDvblH2WODY/PzQwqrXjbOaZtauwYGxy5iZdZuzyMzqwFlkZnXQwSyS1A8cAewIzAfmSJodEdcVymwEfI50g8yHJb0gL18F+BKwFWk6scvztg+PdDw3vJmZlQ3Vr3uymU1CziIzqwNnkZnVQWezaBvgpoi4BUDSycBuwHWFMh8CjhhuUIuI4Tn83wycM3zDTEnnADsDJ410MA81NTMr85AKM6uDBg+pMLMe4vMiM6uDClkkaX9JlxUe+5f2tjZwZ+Hn+XlZ0cbAxpL+LOliSTtX2HYJ7vFmZlbW4DvmmFkP6WAWLe0hFWbWQ3xeZGZ1UCGLImIWMGuUImq1WennKcBGwHbAOsAfJW3e5rZLcI83M7MyX9k1szrobBY9M6QiIp4GhodUFI05pCKvGx5SYWaTgc+LzKwOOptF84F1Cz+vA9zdosxvImJxRNwK3EBqiGtn2yW44c3MrGxoqP2HmVm3dDaLluqQCjPrIT4vMrM66GwWzQE2krS+pGnAnsDsUpnTgX8CkLQa6TzpFuAsYCdJK0taGdgpLxuRh5qamZXE4OKJroKZWaUsynOXFOcvmZWHWTxTpNUhSj93bEiFmfUOnxeZWR10MosiYkDSgaQGs37g6IiYJ+kw4LKImM2zDWzXAYPApyPiQQBJXyE13gEcNnyjhZG44c3MrMxXbM2sDjo7l0m7QyoujojFwK2SikMqtitte0HblTOzZvN5kZnVQYezKCLOBM4sLTuk8DyAT+RHedujgaPbPZaHmpqZlXkuEzOrg85m0VIdUmFmPcTnRWZWBw3OIvd463GrT5nZdtkHBp6otO++liNPRjdN1X7lBqt+aKpXqZKoOLJmwdDTXarJs1JDfPukam/SalNnVCp/z9OPVio/o3/ZSuWX6Ztaqfy4+Mpux20/ff22y168aNS5SVsapNq/2TKq9nvUX/U6VcXiVbNu8dBAtfIxWKk8wLS+anldNYumqL9S+aqmTan2b1y1/k3LoqU9pKKuVp9S7W/aYwMLKpWf3jetUvkbFt03dqGCZSvuf+a05SqVXzBUbRjP0DhGHD81uKhS+Rl9y1Q+Rjf3P6ViNq5c4VwcYFHFf4Nl+rubpYDPi2pgUcW/41X/xq40dflK5QeGqp5XVPv+UfX7ynhUfY+qnqtV/SxPrZgtVd+jp6PaueN48r2/r8v9uhqcRW54MzMrq+FVEjObhDqcRUtzSIWZ9RCfF5lZHTQ4i9zwZmZW1uCrKWbWQ5xFZlYHziIzq4MGZ5Eb3szMyhp8NcXMeoizyMzqwFlkZnXQ4Cxyw5uZWdlAtTkQzMy6wllkZnXgLDKzOmhwFvmupmZmZQ2+Y46Z9RBnkZnVQYezSNLOkm6QdJOkg1usP0DSNZLmSvqTpE0L6z6Xt7tB0ps7+CrNrO4afF7kHm9mZmUNnj/AzHqIs8jM6qCDWSSpHzgC2BGYD8yRNDsirisUOzEifpzLvw34DrBzboDbE9gMWAs4V9LGEeO4dbeZNU+Dz4vc8GZmVlbDqyRmNgk5i8ysDjqbRdsAN0XELQCSTgZ2A55peIuIxwrllwciP98NODkiFgG3Srop7++vnaygmdVUg8+LPNTUzKxsaKj9RxvGGlKRy+wh6TpJ8ySdWFi+t6Qb82PvDr1CM2uCDmeRmdm4VMgiSftLuqzw2L+0t7WBOws/z8/LliDpI5JuBr4BHFRlWzPrUQ0+L3KPNzOzsg5eTWlnSIWkjYDPAa+NiIclvSAvXwX4ErAV6Wrv5XnbhztWQTOrrwZf2TWzHlIhiyJiFjBrlCJqtVmL/RwBHCFpL+CLwN7tbmtmParB50VueDMzK+vsVZIxh1QAHwKOGG5Qi4j78vI3A+dExEN523OAnYGTOllBM6upGl6xNbNJqLNZNB9Yt/DzOsDdo5Q/GfifcW5rZr2kwedFXRlqKmlNSSdLujkPnTpT0saS1pO0QNKVkq6XdGlx6JSkTST9VdIiSZ9qsd/+vO0Z46zXdpJC0n6FZa/Iy55zvKVJ0ucn8vhmVjA42PajQ0MqNgY2lvRnSRdL2rnCtmbWqypkkZlZ13Q2i+YAG0laX9I00s0SZhcL5JEAw3YBbszPZwN7SlpG0vrARsClz/v1mVkzNPi8qOM93iQJ+DVwXETsmZdtCaxB+gJ5c0S8Ii9/CfArSX0RcQzwEGkM/9tH2P1HgeuBFUY49m0Rsd4YVbwGeDdwVP55T+Cq9l5dV30e+K+JroSZUelqSoeGVEwhnTxuR7p6+0dJm7e5rZn1qgZf2TWzHtLBLIqIAUkHAmcB/cDRETFP0mHAZRExGzhQ0g7AYuBh0jBTcrlTSaMGBoCP+I6mZpNIg8+LujHU9J+AxcO3gAaIiLkAktYrFoyIWyR9Avg2cEweXnWfpF3KO5W0DumKx9eATzyP+t0BrCBpDeA+0rCtMwvH2RL4MTAduBn4YJ5z6QLgkvz6VgL2i4g/SlqW1P15K9IfgE9ExB/yvE5fJw0VC+BI0h+JAyPiHflYOwIfBv4PWE7SXGBeRLxX0vtIjZDT8nH/PVfxKJ6d7+noiPju83gvzKyVpT+kYj5wcUQsJt2l6wZSQ9x8UmNccdsLOlk5M6uxBp9gmlkP6XAWRcSZFL5/5WWHFJ5/dJRtv0b6Pmhmk02Dz4u6MdR0c+DyCuWvADZpo9z3gM8AnXi3fwm8C/jHfPxFhXXHA5+NiC1IveO+VFg3JSK2AT5WWP4RgIh4GfAe4LjcGLc/sD7wiryvnwPnAy+VtHredl9Sg+PBwIKI2DI3ur2U1CvvtRGxJTAIvBfYElg7IjbPxzum1YsrDn2768n5432PzCavGGr/MbYxh1QAp5Ma9ZG0Gmno6S2kq8E7SVpZ0srATnmZmU0Gnc0iM7PxcRaZWR00OIu6MsdbRa2GUi1ZQPpn4L6IeE6DnqQjJM3NvcXWGn4u6Quj7PJUUsPbeyhMUi5pRWCliLgwLzoOeENhu1/l/18OrJefvw44ASAi/gbcTvrSvAPw44gYyOseiojIZd8naSXgNcDvWtTvTcCrSHc/nJt/fgnpi/hLJP0gzwH1WKsXFxGzImKriNhq7eXXGeVtMLOWOnir6pwBw0MqrgdOHR5SIeltudhZwIOSrgP+AHw6Ih7MN1X4Cqnxbg5w2PCNFsxsEuhgFpmZjZuzyMzqoMFZ1I2hpvOA3SuUfwXpy+hoXgu8TdJbgWVJQ0V/FhHvi4iPDBfKc7xtOdYBI+IeSYuBHUnzxv1jm3Ud7hk3yLPv3UgNh6L1XEzHAL8FFgK/GG6Ya7HtcRHxueeskF5OGr76EWAP4INt1t3M2hWdnUatjSEVQRpC/5xh9BFxNHB0RytkZs3Q4SwyMxsXZ5GZ1UGDs6gbPd7OB5aR9KHhBZK2lvTGcsE859u3gB+MtsOI+FxErJNvnLAncH5EvO951vMQ0pDSZybkjIhHgYclvT4vej9wYauNCy4iDQNF0sbAi4AbgLOBAyRNyetWyce4mzS/0xeBYwv7WSxpan5+HrC7pBcMbyvpxXkIWl9EnAb8J/DK8bxwMxvDwED7DzOzbnEWmVkdOIvMrA4anEUd7/EWESHpHcD3JB1M6tl1G2leNIANJF1J6rn2OPCDfEdTJK0JXEa6a+mQpI8Bm0ZEyyGVz7Oefxlh1d7AjyVNJw3t3HeMXf0ol7+GdHOFfSJikaSfkoacXp171x0J/DBv83Ng9Yi4rrCfWbnsFXmety8CZ0vqI93R5yPAAuCYvAzgOT3izKwDajgvgJlNQs4iM6sDZ5GZ1UGDs6gbQ02He3XtMcLq5UbZ7h7SXftG2/cFjHBXv9wjrvK2EXFo4flc4NUtymxXeP4AeY63iFgI7NOi/AAjDB0jzQt3ZKn8Z4HPFn4+BTilxbbu5WbWZTHU3G7MZtY7nEVmVgfOIjOrgyZnUVca3mxkki4HngQ+OdF1MbMR1HBCTjObhJxFZlYHziIzq4MGZ5Eb3payiHjVRNfBzMbQ4G7MZtZDnEVmVgfOIjOrgwZnkRvezMzKGtyN2cx6iLPIzOrAWWRmddDgLHLDm5lZWYO7MZtZD3EWmVkdOIvMrA4anEVueDMzKxscnOgamJk5i8ysHpxFZlYHDc4iN7yZmZU1+GqKmfUQZ5GZ1YGzyMzqoMFZ5IY3M7OyBs8fYGY9xFlkZnXgLDKzOmhwFrnhzcysrMF3zDGzHuIsMrM6cBaZWR00OIvc8NbjHh58qu2yfajSvgfH8Yvfr76ulo/obiv4lL7+SuWrvkdV9z8ei4YWVyr/6OL2f4cA1lt2tUrlHxh4olL5qr8T49Lgqyl1ddGCO9ouu2zf1Mr7X75/2Urlq34OKsYjK1Ssz2ODCyuVl6pVqC8qvgCq52nVOg1EtXk6Fgw9XW3/Q92dB2TBYLUYBvIZAAAgAElEQVT6jIuzqOMeGar2WTtjtWp/045YsFKl8n/re7RS+f6Kn7NlV3xxpfILolo29lP9b/IyFTN+mqp9XVm5f7lK5R8eXFCp/Munr12p/JVPzq9UfuPl1qhU3udFk0PVv5lT1N3vLDMqnucsrlj/qq8XoK/Ln4Wq35W73UT096cf6er+q/4OAajqCXNVDc4iN7yZmZVEg+cPMLPe4SwyszpwFplZHTQ5i9zwZmZW1uA75phZD3EWmVkdOIvMrA4anEVueDMzK2twN2Yz6yHOIjOrA2eRmdVBg7PIDW9mZmUN7sZsZj3EWWRmdeAsMrM6aHAWueHNzKyswVdTzKyHOIvMrA6cRWZWBw3OIje8mZmVNfhW1WbWQ5xFZlYHziIzq4MGZ5Eb3szMyhp8NcXMeoizyMzqwFlkZnXQ4Cxyw5uZWUmTb1VtZr3DWWRmdeAsMrM6aHIWueHNzKxsoLmhbmY9xFlkZnXgLDKzOmhwFrnhzcysrMHzB5hZD3EWmVkdOIvMrA7+f3t3HmdHVef///XuzgYkIJvsGEQYFJUgAZxRERUQx68gfpkB0RHU7+SLA4PLoOJXf4o4SwYdZ1xwNCqbI6KIYHRQUDTgbgKEJSDKJkQU2YbFBJLu/vz+qNNwKW537mnu7Zy6/X7yqAf3Vn2q6tzuzrurT52qanAWDazvBnSLpK0lnSvpZknXS7pI0q6S5kpaLekqSTdI+qWko9usv7ekYUmHT2Dfp0lanva7Or1ePpFt1bZ7m6Qt0uuHn8q2zCzDSHQ+mZn1irPIzErgLDKzEjQ4i/pixJskARcAZ0XEkWnePGAr4A7g5ojYM81/JvANSQMRcUaaNwj8K3DxGNs/BpgbESe3Wx4Rx6W6ucC3I2Jetz6bmU2+KDCszWzqcRaZWQmcRWZWgiZnUb+MeHsZsDYiPjs6IyKWR8SP6oURcQvwLuCEltl/D5wP/LGXjZS0laQLJF2dpr9I89+YRuItl/S51BE41ja2kXR5qr1O0kt62WazKanBZ1PMrI84i8ysBM4iMytBg7OoXzrengtckVF/JbAbgKTtgMOAz467Rnd8ErgsIvYAXgCskPRs4AjgRWmk3DDwhnG2cRRwcardA1heL5C0QNIyScvuWfWHrn8Is743MtL5ZGbWK84iMyuBs8jMStDgLOqLS00nQC2v/wN4b0QMV1espgJpc+DS9HYzYIak16b3fxMR105gvy8H3gQQEcPAA5L+BtgLWJr2vwHjj7xbCpwuaTpwYUQ8qeMtIhYBiwBesM2Ly+vuNStdgWdJzGwKchaZWQmcRWZWgi5nkaSDgU8Ag8AXImLhGHWHA+cBe0fEsnSLsRuAG1PJzyPi2PH21S8dbyuAnAcZ7En1hQKYD5ybOr22AP5S0lBEXAjMg3Xf4+0pEtW96d7XSXFEXC5pP+DVwJckfTQizu5Bu8ymrBgu7yyJmU09ziIzK4GzyMxK0M0sSrf3Og04EFhJNRBqcURcX6ubQ3Wbsl/UNnFzzr39++VS0x8AMyX97eiM9JTSl9YLU+/kx4BPAUTEThExNyLmAl8H/i51uvXCpcDbUjsGJW2c5h0u6elp/maSnjHWBtKyP0bE54EvUl2yambd1OD7B5hZH3EWmVkJnEVmVoLuZtE+wE0RcUtErAHOBQ5tU/cR4FTgkafS9L7oeIuIoLpP24GSbpa0AjgZuDOV7CzpKkk3AF8DPjX6RNNJ9nbgZZKupbon3e6pR/UDwCWSrgG+B2wzzjb2B5ZLugr431RDI82sm3yAaWYl6HIWSTpY0o2SbpJ00jh1h0sKSfPT+7mSVqcHOy2XNBn3xTWzUvi4yMxK0N0s2g64o+X9yjTvMZL2BHaIiG+3WX+n1Md0WScPvOyXS02JiDuBvx5j8QYdbuOYMeaf2eH6t1E96GGs5XfRphc1Ir4KfLXN/Lktr2en/58FnNVJe8xsYpr8qGoz6x/dzKLJvqTCzPpHt4+L1nVfJUnvAv4PMATcDbwlIn6blg0Do/favj0iDulq48ysWDlZJGkBsKBl1qJ0L/zHStrtomX9AeDfgWPa1P0e2DEi7pW0F3ChpN0j4sGx2tM3HW9mZl3jjjczK0F3s+ixSyoAJI1eUnF9rW70kooTu7lzM2uwyT8JcBUwPyJWSXobVSYdkZat9kkAsykqI4taHzg5hpXADi3vt+fxKyYB5lANqlqSngewNbBY0iERsQx4NO3nCkk3A7sCy8baWV9campm1lUjGZOZWa90N4sm9ZIKM+sj3c2idd5XKSJ+GBGr0tufU/1BbGZTXXezaCmwi6SdJM0AjgQWjy6MiAciYouW5wH8HDgkPdV0y3QSAUnPBHYBbhlvZx7xZmZWE0PuUTOz9S8ni0q7pMLM+keXj4vanQTYd5z6twLfaXk/S9IyqstQF/bwoXhmVphuZlFEDEk6HriY6rL30yNihaRTgGURsXic1fcDTpE0BAwDx0bEfePtzx1vZmZ17nczsxJkZFFpl1SYWR/JyKKnehKgtq03AvOBl7bM3jEi7kyjTH4g6dqIuLnzFppZY3X5b7SIuAi4qDbvg2PU7t/y+nzg/Jx9uePNzKzGD1cwsxJ0OYseu6QC+B3VJRVHPbaviAeALUbfS1oCnDh6SQVwX0QMd3pJhZn1j5ws6sJJAAAkHQC8H3hpRDzasv070/9vSTm1J+CON7MpoMl/o/keb2Zmdb7Hm5mVoItZFBFDwOglFTcAXxu9pELSup4KuB9wjaSrga/TwSUVZtZHJvG+SvDY/SY/R3U/pT+2zN9U0sz0egvgRTz5ATFm1q8a/DeaR7yZmdU0+WyKmfWPbmfRZF5SYWb9o5tZ1OF9lT4KzAbOS5e+3x4RhwDPBj4naYRqAMnC2tNQzayPNflvNHe8mZnVFXiWxMymIGeRmZVgku+rFBEHjLHeT4Hndbc1ZtYYDT4ucsdbnxtoe//S9kY6LwVgUPlXKs9Q3o/crMz6B0ceyarPNTQynFWfztJ1bDjy0yT3+zBrYEZW/QNr/5RV/9DIo+suapHzMwqgzPqJmMC3YVySDgY+QXVm9wsRsXCMusOB84C9032V5lJdEnZjKvl5RBzb3dZNjqHI+bczPXv7j46szarPa0/+z+kjI0NZ9bn/jiPyzvjlZtFE9LpNcwY3yKrPbU+uifwOzNXtLDKYnnmXlSPufyirfrNped+02Zm/k9dkZtdv/vT7rPrd5+yw7qIWqzOzF2Cm8jJ+9ciarPrpmf82c/P9O3dfk1W/4fSZWfX3zMg77prIsWMuZ1H3DWZmUe5xjgbyfq7nz9gqq/4Pkfc3102P3p1VP3Mg/1gw2j+jY0y5x4K9/hsktz1rMo8150zLO46apsGseoDpA/nr5GhyFrnjzcysJvJ+j41L0iBwGnAg1Q2Fl0paXL80QtIc4ATgF7VN3BwR87rXIjNrim5mkZnZRDmLzKwETc4iP1zBzKyuuzfu3Ae4KSJuiYg1wLnAoW3qPgKcCvR22KaZNUeDbyJsZn3EWWRmJWhwFrnjzcysJkY6nzqwHXBHy/uVad5j0tO7doiIb7dZfydJV0m6TNJLJvqZzKx5upxFZmYT4iwysxI0OYt8qamZWU1OWEtaACxombUoIha1lrTbRcv6A8C/A8e0qfs9sGNE3CtpL+BCSbtHxIOdt9DMmqrEA0czm3qcRWZWgiZnkTvezMxqckI9dbItGqdkJdB6t+rtgTtb3s8BngssSTeb3xpYLOmQiFgGPJr2c4Wkm4FdgWWdt9DMmqrJB5hm1j+cRWZWgiZnkTvezMzqoqtPLVoK7CJpJ+B3wJHAUY/tKuIBYIvR95KWACemp5puCdwXEcOSngnsAtzSzcaZWcG6m0VmZhPjLDKzEjQ4i9zxZmZW082zKRExJOl44GJgEDg9IlZIOgVYFhGLx1l9P+AUSUPAMHBsRNzXvdaZWcmafGbXzPqHs8jMStDkLHLHm5lZzchQd8+mRMRFwEW1eR8co3b/ltfnA+d3tTFm1hjdziIzs4lwFplZCZqcRe54MzOriQYPYzaz/uEsMrMSOIvMrARNzqKB9d2AbpG0taRzJd0s6XpJF0naVdJcSaslXSXpBkm/lHR0y3qbSPqWpKslrZD05gns+zRJy9N+V6fXyyUd/hQ/022StkivH34q2zKzzjX5UdVm1j+cRWZWAmeRmZWgyVnUFyPeVD0K8ALgrIg4Ms2bB2wF3AHcHBF7pvnPBL4haSAizgCOA66PiNekG5nfKOnLEbGmZfvHAHMj4uR2+4+I41LdXODbETGvJx/UzCZFjDT3bIqZ9Q9nkZmVwFlkZiVochb1y4i3lwFrI+KzozMiYnlE/KheGBG3AO8CThidBcxJnXezgfuAoV40UtJWki5Io+uulvQXaf4b00i85ZI+J2lwnG1sI+nyVHudpJf0oq1mU1lE55OZWa84i8ysBM4iMytBk7OoL0a8Ac8FrsiovxLYLb3+NLAYuBOYAxwR0bPBiZ8ELouIw1Ln2mxJzwaOAF4UEWslfQZ4A3D2GNs4Crg4Iv4pbWPDHrXVbMpq8tkUM+sfziIzK4GzyMxK0OQs6peOt1yt37FXAsuBlwM7A9+T9CNgOnBpqtkMmCHpten930TEtRPY78uBNwFExDDwgKS/AfYCllaD7tgA+OM421gKnC5pOnBhRCx/0oeTFgALAHbc+FlsueHWE2iq2dQ1MtzcUDez/uEsMrMSOIvMrARNzqJ+6XhbAeQ8yGBP4Ib0+s3AwogI4CZJtwK7RcQvgXmw7nu8PUWiujfd+zopjojLJe0HvBr4kqSPRsTZtZpFwCKA+du8pMCBlmZla/LZFDPrH84iMyuBs8jMStDkLOqXe7z9AJgp6W9HZ0jaW9JL64XpAQgfAz6VZt0OvCIt2wr4M+CWHrXzUuBtaV+DkjZO8w6X9PQ0fzNJzxhrA2nZHyPi88AXgRf0qK1mU1aEOp7MzHrFWWRmJXAWmVkJmpxFfTHiLSJC0mHAf0g6CXgEuA14RyrZWdJVwCzgIeBT6YmmAB8BzpR0LdXos/dGxD09aurbgUWS3goMA2+LiJ9J+gBwiaQBYC3Vk1Z/O8Y29gfeLWkt8DDp0lUz654SH0FtZlOPs8jMSuAsMrMSNDmL+qLjDSAi7gT+eozFG6xjvYPWse0zO2zDbVQPehhr+V3AoW3mfxX4apv5c1tez07/Pws4q5P2mNnEjBR4lsTMph5nkZmVwFlkZiVochb1TcebmVm3lDg82cymHmeRmZXAWWRmJWhyFrnjzcyspsk37jSz/uEsMrMSOIvMrARNziJ3vJmZ1TT5UdVm1j+cRWZWAmeRmZWgyVnkjjczs5om3z/AzPqHs8jMSuAsMrMSNDmL3PFmZlbT5PsHmFn/cBaZWQmcRWZWgiZnkTvezMxqItZ3C8zMnEVmVgZnkZmVoMlZ5I43M7OaJg9jNrP+4SwysxI4i8ysBE3OIne8mZnVNHkYs5n1D2eRmZXAWWRmJWhyFrnjrc9Jnf9wbqQZWdu+a80Duc0hyBsfOntwVvY+cuR8fQAeXnlZVv1ez31DVv0M5f+TjMwxt7mf+R0bPT+r/t8fvjqrfqtZm2bVPzS0Oqt+IoYb/KjqUs0Y6PxnO/dnFGB2Zn7NGpieVX/P0MNZ9UMxnFU/kpmNj46szarfaAJZOhIj2evkyM2uu9bcn1U/kZ+jHBsM5v3MTYSzqPsGNdDT+geG835Hrc3MiuHMrLjvkYey6v9ng1VZ9UdPe0ZWPcCnHvlVVv22M5+WVX9/5vcg146zn55Vf/cj/5NVP0t5v59mO4saaZi837HTBgaz6mdl/k1x5Zo/ZtXntj/3OCT3OApgkLy8XhNDWfXTlPc9yM333L8Dc/9OHiDv33Hu3+0AD63pbf42OYvc8WZmVtPksylm1j+cRWZWAmeRmZWgyVnkjjczs5om3z/AzPqHs8jMSuAsMrMSNDmL3PFmZlbT4AfmmFkfcRaZWQmcRWZWgiZnkTvezMxqmnw2xcz6h7PIzErgLDKzEjQ5i9zxZmZW0+T7B5hZ/3AWmVkJnEVmVoImZ5E73szManr7LEczs844i8ysBM4iMytBk7Mo75m7ZmZTwHCo48nMrFecRWZWgm5nkaSDJd0o6SZJJ7VZ/i5J10u6RtKlkp7RsuxoSb9J09Fd/JhmVrgmHxd5xJuZWc0I5YW1mU09ziIzK0E3s0jSIHAacCCwElgqaXFEXN9SdhUwPyJWSXobcCpwhKTNgA8B86nus35FWvf+rjXQzIrV5OMij3gzM6sJ1PFkZtYrziIzK0GXs2gf4KaIuCUi1gDnAoc+YX8RP4yIVentz4Ht0+tXAt+LiPtSZ9v3gIO78iHNrHhNPi7yiDczs5om3z/AzPqHs8jMStDlLNoOuKPl/Upg33Hq3wp8Z5x1t+tq68ysWE0+LmrEiDdJw5KWS1oh6ep03X9X2i5pf0nfHmPZfEmfbKn7i5Zlx0p6U8Z+tpZ0rqSb0z0LLpK06zrWeTj9f66k6zrdl5k9NU0+m2Jm/cNZZGYlyMkiSQskLWuZFtQ21y6wot1+Jb2R6rLSj+aua2b9p8nHRU0Z8bY6IuYBSHo6cA6wCdU1/j0haVpELAOWpVn7Aw8DPwWIiM9mbEvABcBZEXFkmjcP2Ar4dRebbWZd0OSzKWbWP5xFZlaCnCyKiEXAonFKVgI7tLzfHrizXiTpAOD9wEsj4tGWdfevrbsko3lm1mBNPi5qxIi3VhHxR2ABcLwqg5I+KmlpevLN/4XHRqgtkfR1Sb+S9OXUATb6JJ1fSfox8LrRbUs6WdIiSZcAZ4+OhpM0FzgWeGcaefeSVHtiWu9Zkr6fRuNdKWnnWrNfBqxt7ayLiOUR8aO0/rtb2v/h8T6/pN0l/TK14xpJuzy1r6iZ1Y1kTGZmveIsMrMSdDmLlgK7SNpJ0gzgSGBxa4GkPYHPAYekv/1GXQwcJGlTSZsCB6V5ZjYFNPm4qCkj3p4gIm5Jl5o+nepmnA9ExN6SZgI/SR1nAHsCu1OdRfkJ8CJJy4DPAy8HbgK+Wtv8XsCLI2K1pP3T/m6T9Fng4Yj4GICkV7Ss82VgYURcIGkWT+7QfC5wRbvPIukgYBeqG40KWCxpv4i4fIyPfyzwiYj4cvplNThGnZlN0LDKG55sZlOPs8jMStDNLIqIIUnHU3WYDQKnR8QKSacAyyJiMdWlpbOB89K4idsj4pCIuE/SR6g67wBOiYj7utY4Mytat4+LJB0MfIIqi74QEQtry48FjgOGqa5+XDD6BGZJ76O6B+UwcEJEjHsSoJEdb8noV/0g4PmSDk/vN6HqyFoD/DIiVgJIWg7MpfqC3RoRv0nz/4tqBN2oxRGxuuNGSHOA7SLiAoCIeCTzcxyUpqvS+9mp/WN1vP0MeL+k7YFvjH6OWpsWkD7TMzZ5FltuuE1mk8ymtiY/qtrM+oezyMxK0O0sioiLgItq8z7Y8vqAcdY9HTi9qw0ys0boZhZJGgROAw6kuox9qaTFox1ryTmjVy1KOgT4OHCwpOdQjdbdHdgW+L6kXSNieKz9Ne5SUwBJz6TqWfwjVQfc30fEvDTtFBGjI94ebVltmMc7Gse7CeefcpvTQc0KqpF0Y63/Ly3tf1ZEfHGsDUXEOcAhwGrgYkkvb1OzKCLmR8R8d7qZ5YuMycysV5xFZlYCZ5GZlaDLWbQPcFNE3BIRa4Bzqa6mfHx/EQ+2vN2oZdOHAudGxKMRcSvVlZT7jLezxnW8SdoS+Czw6YgIqmHKb5M0PS3fVdJG42ziV8BOLfdhe32Hu34ImFOfmb4ZKyW9Nu1/pqQNa2U/AGZK+tuWz7G3pJem9r9F0uw0f7v0AIm2UqfjLRHxSar7ITy/w/abWYeafP8AM+sf3c6idI/bGyXdJOmkNsuPlXRtuo/sj9MZ3dFl70vr3SjplU/xo5lZg/i4yMxK0OUs2g64o+X9yjTvCSQdJ+lm4FTghJx1WzWl422DdBC4Avg+cAkw+hCCLwDXA1dKuo7qRpxjXkKbLgVdAPx3erjCbztsw7eAw0YfrlBb9jfACZKuoXrq6da1fQZwGHCgpJvT5zgZuDONzjsH+Jmka4Gv06aDr8URwHXp0tndgLM7bL+ZdWhE6ngyM+uVbmZRyyUVrwKeA7y+tWMtOScinpeeJH8q1SUV1C6pOBj4TNqemU0BPi4ysxLkZJGkBZKWtUwLaptrF1hPGiwXEadFxM7Ae4EP5KzbqhH3eIuIMQ/uImIE+H9parWElsdLR8TxLa+/S9VpVd/WybX3j20jIn7NE0eX/ail7jdUD2sY7zPcCfz1GMs+QXVTv/r82en/t1E9oIGI+BfgX8bbl5k9Nb5UwsxK0OUseuySCgBJo5dUPHYvk04uqQBulTR6ScXPuttEMyuRj4vMrAQ5WRQRi4BF45SsBHZoeb891UM5x3Iu8J8TXLcZHW9mZpNpyCdszawAOVnU+mClZFE66BzV7rKIfdts5zjgXcAMHj+puB3w89q6415SYWb9w8dFZlaCLmfRUmAXSTsBv6Ma2X9Ua4GkXVoeZvlqYPT1YuAcSR+nerjCLsAvx9uZO97MzGr8JEEzK0FOFnVwZrfjSyqA0yQdRXVJxdGdrmtm/cnHRWZWgm5mUUQMSTqe6p77g8DpEbFC0inAsohYDBwv6QBgLXA/1TERqe5rVFcNDAHHjfdEU3DHm5nZk3T7r0lJB1NdTj4IfCEiFtaWHwscR/X05YeBBaOPspb0PuCtadkJEXFxl5tnZoXqchZN6iUVZtY/3MtuZiXodhZFxEXARbV5H2x5/fZx1v0n4J863VdTHq5gZjZpRtT5tC6+obmZTVQ3s4iWSyokzaDKlsWtBZJ2aXlbv6TiyPTk9p3o4JIKM+sfXc4iM7MJaXIWecSbmVlNh4+g7pRvaG5mE9LNLJrsSyrMrH90+bjIzGxCmpxF7ngzM6vJGcbsG5qbWa80+ZIKM+sfvtTUzErQ5Cxyx5uZWU3O8GTf0NzMeqXESyXMbOpxFplZCZqcRe54MzOrGeru5nxDczObkC5nkZnZhDiLzKwETc4id7z1uYjOB8esJe92LVvP2CS3OTwwvDqrflB5z/8YjrwrvwcyH0m80Xb7ZdXvu8WfZdU/Emuz6iHvewwwlHlbnkWP/Dqrfs70DbPqc9s/e9qsrPqJiO6eTXnshubA76huaH5Ua4GkXSJi9Cbm9RuanyPp48C2NPiG5mtHOv+50wQeFf7A8Kqs+o0GZ2bV52bR9IG8X6+5/w7WZB565GYdwFCPB1fmfuYdZm2RVf/rGy/Iqt/3eW/Kqj9y5jOz6ieiy1lkwCOR929nTWb9nrO2zar/3fDDWfWzlJctuXmaexz1+bU3Z9UD7Dxry6z6NZnHLTMHpmfVrx5Zk1V/z6MPZNXn/P6biHszf/9NhLOoeR4afiSrfs5g3vH1qsyf6z+N5LVno8z2QH5+zcjM05HM46KJHHvlmDU4I6s+92/A3K8nwLSB3j4DrslZ5I43M7Ma39DczErQ5JsIm1n/cBaZWQmanEXueDMzq+l2qPuG5mY2EU0+wDSz/uEsMrMSNDmL3PFmZlbjpxeYWQmcRWZWAmeRmZWgyVnkjjczs5omPzHHzPqHs8jMSuAsMrMSNDmL3PFmZlbT5CfmmFn/cBaZWQmcRWZWgiZnkTvezMxqmjyM2cz6h7PIzErgLDKzEjQ5i9zxZmZW0+RhzGbWP5xFZlYCZ5GZlaDJWeSONzOzmiY/McfM+oezyMxK4CwysxI0OYvc8WZmVtPkYcxm1j+cRWZWAmeRmZWgyVnkjjczs5qRRse6mfULZ5GZlcBZZGYlaHIWDayrQNKwpOUt09w0fx9Jl0u6UdKvJH1B0oZp2cGSfpnmL5f0VUk7pmVnSro1zb9a0ita9vXFNO8aSV+XNLvWlqslfWWiH1bSXEkh6SMt87aQtFbSpye63W6Q9I7Rr5+ZrV8jGZOZWa84i8ysBM4iMytBk7NonR1vwOqImNcy3SZpK+A84L0R8WfAs4HvAnMkPRf4FHB0ROwWEfOALwNzW7b57jT/HcBnW+a/MyL2iIjnA7cDx48ukPTs1N79JG3UrqGSbuvg89wC/K+W938FrOhgvV57B+CON7MCDGdMZma94iwysxI4i8ysBE3Ook463to5DjgrIn4GEJWvR8RdwHuBf46IG0aLI2JxRFzeZjs/A7ZrqXsQQJKADXjiZbxHAV8CLgEOmWC7AVYDN0ian94fAXxtdKGkZ0i6NI26u7Q2Uu+Tkn4q6RZJh4+2VdJHJV0n6VpJR7Rs6z1p3tWSFkraWdKVLct3kXSFpBOAbYEfSvphWnaQpJ9JulLSeaOj/9J2rk/t+9hT+DqY2RhG1PlkZtYrziIzK4GzyMxK0OQs6qTjbYOWy0wvSPOeC1wxRv3uwJVjLKs7GLiwdYakM4A/ALtRjZwbdQTwVeArwOs73P5YzgWOlLQ9VYfonS3LPg2cnUbdfRn4ZMuybYAXU42YW5jmvQ6YB+wBHAB8VNI2kl4FvBbYNyL2AE6NiJuBByTNS+u+GTgzIj6Z2vCyiHiZpC2ADwAHRMQLgGXAuyRtBhwG7J7a949P8etgZm2MEB1PZma94iwysxI4i8ysBE3OotxLTQ/L2bikzVOH3a8lndiy6KOSbgH+C/jn1nUi4s1Uo79uoOpsQ9LewN0R8VvgUuAFkjZNy94/2jEIbNvSSXjaOE37LnAgVQfeV2vL/hw4J73+ElVH26gLI2IkIq4HtkrzXgx8JSKG04i/y4C9qTrhzoiIVelz3ZfqvwC8WdJg+nzn8GQvBJ4D/CR9rqOBZwAPAo8AX5D0OmBVuw8naYGkZZKW3b3qD+N8GcysnciYzMx6xVlkZiVwFplZCZqcRRO91HQFsNc4y14AEBH3pnu5LQJaH5TwbuBZVKO6zqpvICKGqTrE/nea9Xpgt9tdkxwAAB6aSURBVHQPt5uBjUeXRcQ/jXYMAne2dBIeN1bjI2IN1Yi9fwDOX8dnbf2+PdryWrX/14n23/PzgVdRjZq7IiLuHWPd77V8ludExFsjYgjYJ23jtVQdiE9ucMSiiJgfEfO33HDrMT+YmbXX5Bt3mln/cBaZWQmcRWZWgiZn0UQ73j4NHC1p39EZkt4oaWvgVOD96WEIo5700ICIGAE+AQxIemW6V9qz0rYEvAb4laQBqgcgPD8i5kbEXOBQnvrlpv9G9XCIesfXT4Ej0+s3AD9ex3YuB46QNChpS2A/4JdU96J7S8uTXjcDiIhHgIuB/wTOaNnOQ8Cc9PrnwItavh4bSto13edtk4i4iOphDPMws65r8jBmM+sfziIzK4GzyMxK0OQsmjaRlSLiLklHAh+T9HSqTsXLgW9ExB8kvR04W9Ic4F6qJ5R+qM12QtI/Au8BvgecJWljqhFfVwNvo+rI+l1E/K5l1cuB50jaJiJ+P8HPsIL2TzM9AThd0ruBu6nuwzaeC6guT72aaoTbeyLiD8B3073clklaA1wE/L+0zpep7g13Sct2FgHfkfT7dJ+3Y4CvSJqZln+AqnPum5JmUX2N3pnzmc2sM+VFtZlNRc4iMyuBs8jMStDkLFpnx1tEzB5j/s+Al4yx7L+B/x5j2TG19+fz+OWeL2qzyhKqe561rjNM9aCD+rbntttny/LbqB4MUZ9/JnBmS83LO2j37PT/oLp09t1t1lnI4w9haPVi4PT0OUZrP0XLwyQi4gdU94qr26fNPDProqFGx7qZ9QtnkZmVwFlkZiVochZNaMSbTVx6MuzOtOncM7MyNDfSzayfOIvMrATOIjMrQZOzyB1vkyz3ybBmNvlKvCGnmU09ziIzK4GzyMxK0OQsmujDFczM+lZk/Gdm1ivOIjMrQbezSNLBkm6UdJOkk9os30/SlZKGJB1eWzYsaXmaFnfpI5pZAzT5uMgj3szMapp8NsXM+oezyMxK0M0skjQInAYcCKwElkpaHBHXt5TdDhwDnNhmE6sjYl4Xm2RmDdHk4yJ3vJmZ1ZT4CGozm3qcRWZWgi5n0T7ATRFxC4Ckc4FDgcc63tLD7pDU5L+zzazLmnxc5I43M7Oa4QaHupn1D2eRmZUgJ4skLQAWtMxaFBGLWt5vB9zR8n4lsG9Gc2ZJWgYMAQsj4sKMdc2swZp8XOSONzOzGp9eNbMSOIvMrAQ5WZQ62RaNU6J2q2XsYseIuFPSM4EfSLo2Im7OWN/MGqrJx0XueDMzqynxhpxmNvU4i8ysBF3OopXADi3vtwfu7LgtEXem/98iaQmwJ+CON7MpoMnHRe5463M510FL7U5AjW3tBPqct5g2O6v+7qGHsupnDczIqs/9xzsSefV/Gnk0q36g7UnA7srdxyPDeZ9h0xlzsupzDU7Cw5ibfDalVLMGpndcO30g/1fToPJ+LoZiOKtemf9u1o4MZdUPR95P3QaDeVm3emRNVj3AdA1m1efedyP3d86azO/ZBtu+JKt+3ubPzKo/Y9WvsuoB3pdZ7yzqvh2nbZJVv+zRB7Lqf/jgr7PqZ2b+W8710MolWfUnz/9AVv2P1t6VVQ9wxMjmWfVf5PdZ9fcPr8qq32hgZlb9bz+0X1a9tto6q/5D778pq37Jmo77rCasy1m0FNhF0k7A74AjgaM6WVHSpsCqiHhU0hbAi4BTu9u8yTEt83dsZP4NMm0wb/t3PHJPVv3Tpuf9Tbdh5r+z3OOiicg9znk08o7tco9nc/8uzT2WXZN5bDp7cFZWPcDwSF6bcjX5uMgdb2ZmNU0+m2Jm/cNZZGYl6GYWRcSQpOOBi4FB4PSIWCHpFGBZRCyWtDdwAbAp8BpJH46I3YFnA59LD10YoLrH2/Vj7MrM+kyTj4vc8WZmVtPksylm1j+cRWZWgm5nUURcBFxUm/fBltdLqS5Bra/3U+B5XW6OmTVEk4+L3PFmZlaTe0mxmVkvOIvMrATOIjMrQZOzyB1vZmY1TX5UtZn1D2eRmZXAWWRmJWhyFrnjzcyspsn3DzCz/uEsMrMSOIvMrARNziJ3vJmZ1TT5/gFm1j+cRWZWAmeRmZWgyVnkjjczs5qRBp9NMbP+4SwysxI4i8ysBE3OIne8mZnVNHkYs5n1D2eRmZXAWWRmJWhyFrnjzcyspsnDmM2sfziLzKwEziIzK0GTs8gdb2ZmNdHgR1WbWf9wFplZCZxFZlaCJmfRwPpugKSQ9KWW99Mk3S3p2z3Y122Stuj2drtB0mslPWd9t8PMYIjoeDIz6xVnkZmVwFlkZiVochat94434E/AcyVtkN4fCPxuPbanLUmDPd7FawF3vJkVIDL+MzPrFWeRmZXAWWRmJeh2Fkk6WNKNkm6SdFKb5ftJulLSkKTDa8uGJS1P0+J17auEjjeA7wCvTq9fD3xldIGkjSSdLmmppKskHZrmbyjpa5KukfRVSb+QND8t+09JyyStkPTh+s4kbSDpu5L+Nr2/UNIVqX5BS93Dkk6R9AvgA5IuaFl2oKRvpNevl3StpOsk/WtLzcHpG3W1pEslDUj6jaQt0/KB9E3eDzgE+Gj6xu2cpu+mdv1I0m5pnb9K+7la0uXd+fKbWasRouPJzKxXnEVmVgJnkZmVoJtZlAZWnQa8imoA1OvbXIF4O3AMcE6bTayOiHlpOmRd+yul4+1c4EhJs4DnA79oWfZ+4AcRsTfwMqrOqY2AvwPuj4jnAx8B9mpdJyLmp229VNLzW5bNBr4FnBMRn0/z3hIRewHzgRMkbZ7mbwRcFxH7AqcAzx7tNAPeDJwhaVvgX4GXA/OAvdNlo1sCnwf+d0TsAfxVRIwA/wW8IW3jAODqiLgcWAy8O33jbgYWAX+f2nUi8Jm0zgeBV6Zttv0GS1qQOh6X3bPqD+2/4mY2pojoeOrEZJ5NMbP+4SwysxJ0O4vMzCaiy1m0D3BTRNwSEWuo+qQOre3vtoi4hi4816GIjrf0YeZSjXa7qLb4IOAkScuBJcAsYEfgxVRfHCLiOuCalnX+WtKVwFXA7jzxEs5vAmdExNkt806QdDXwc2AHYJc0fxg4P+0jgC8Bb5T0NODPqUbq7Q0siYi7I2II+DKwH/BC4PKIuDWtf1/a5unAm9LrtwBn1L8ekmYDfwGclz7354Bt0uKfAGem0XptL3+NiEURMT8i5m+x4dbtSsxsHCMZ07pM9tkUM+sfziIzK0E3s8jMbKJysqh1MFKaFtQ2tx1wR8v7lWlep2al7f5c0mvXVVzSU00XAx8D9gc2b5kvqlFjN7YWS1K7jUjaiWqE2N4Rcb+kM6k660b9BHiVpHMiIiTtTzXy7M8jYpWkJS31j0TEcMu6Z1CNlnsEOC8ihsZqR2r3k7paI+IOSXdJejmwL4+Pfms1APxPRMxrs/6xkvalujR3uaR5EXHvGG0wswno8j1KHjubAiBp9GzK9Y/tL+K2tMzHrGb2GGeRmZXA924zsxLkZFFELKK6inAs7fpxcsJux4i4U9IzgR9IujZdudhWESPektOBUyLi2tr8i4G/H+3gkrRnmv9j4K/TvOcAz0vzN6Z6YMMDkraiOrPb6oPAvTx+6eYmVJesrkr3UXvhWA2MiDuBO4EPAGem2b+gupx1i3Q2+fXAZcDP0vydUhs3a9nUF6guOf1aS8feQ8CctJ8HgVsl/VVaV5L2SK93johfRMQHgXuoRuiZWRcNx0jHUwcm9WyKmfWPnCwq7cyumfWPLh8XmZlNSJezaCVP7EvZnqqvpyOpb4h0QnMJsOd49cWMeIuIlcAn2iz6CPAfwDWp8+024H9RdZydJekaqktKrwEeiIjfSLoKWAHcQjXCre4dwOmSTgX+P+DYtJ0bqS43Hc+XgS0j4vrU7t9Leh/wQ6pe04si4ptQDW8EviFpAPgj1RNboRrddwZPvMz0XODzkk4ADqcaCfefkj4ATE/Lr6a6x90uaV+Xpnlm1kU5NwdO/85b/8BdlM6wPFbSZrWenU0xs/6Rk0Wlndk1s/7hhyaYWQm6nEVLgV3SQKnfAUcCR3WyoqRNgVUR8aikLYAXAaeOt85673iLiNlt5i2h6jUkIlYD/7fNqo8Ab4yIRyTtTNUJ9du0zjFj7Gtuy9s3t7yuj4obs21U95b7fK3uHNrcDyUivkN1H7i6PageqvCrltqf8MR70QEc3Gabr2vXVjPrni4PY+7a2ZR0KfyegP/YNZsCunx5l7PIzCbEl5qaWQm6mUXptmHHU11hOQicHhErJJ0CLIuIxZL2Bi4ANgVeI+nDEbE78Gzgc+nWHAPAwtGBWWNZ7x1vT8GGwA8lTac6i/u29DSKnpF0BdVlrP/wFLZxEvA22t/bzcwKMNLdp3JN6tkUM+sfziIzK0GXs8jMbEK6nUURcRG1h3umW3qNvl5KdaKyvt5PefxWZx1pbMdbRDwEzJ/kfe7VhW0sBBZ2oTlm1iPdjPTJPptiZv3DWWRmJXC3m5mVoMlZ1NiONzOzXun2vUwm82yKmfUPZ5GZlcD3eDOzEjQ5i9zxZmZW0+RQN7P+4SwysxI4i8ysBE3OIne8mZnVdPgIajOznnIWmVkJnEVmVoImZ5E73szMavz0LjMrgbPIzErgLDKzEjQ5i9zxZmZWE356l5kVwFlkZiVwFplZCZqcRe54MzOrafL9A8ysfziLzKwEziIzK0GTs8gdb31uKIY7rh0ezrtmeroGc5vDqoG8+pkD07Pqc4ef5vaaK6t6AtsfyPwCTWAfuXIDbpPBDbLqHxp+JKt+1kDvY6vJZ1NKlfNzlJNbo3KzIjfvcn8mHsz8ud5s+uyseikvjYbI/5rmGshMyNxsyf25GMj8GuWaPpD/OzCXs6j77hp+OKt+o2kzs+pnaKOs+s2m5dUPZv4722qnV2bVP2vOtln196x5MKse4BPT8vJxzuCsrPoNBmZk1efa5KSL1l3UYseNt8qq33ha3nHUTjM3z6qfCGdR9+Xeq2rtyFBWfe5xwvTM46i1mb+T507bLKv+3uFVWfUAa8n7mj6ceaw2LfP3/maDefl+71De76fZg3m/n3abvkVW/W+HHsiqB1h154+y18nR5Cxyx5uZWU2Tz6aYWf9wFplZCZxFZlaCJmeRO97MzGqa/MQcM+sfziIzK4GzyMxK0OQscsebmVlNk5+YY2b9w1lkZiVwFplZCZqcRe54MzOrGWnw/QPMrH84i8ysBM4iMytBk7PIHW9mZjVNPptiZv3DWWRmJXAWmVkJmpxF7ngzM6tp8tkUM+sfziIzK4GzyMxK0OQscsebmVlNk8+mmFn/cBaZWQmcRWZWgiZn0cD6boCZWWlGIjqezMx6xVlkZiXodhZJOljSjZJuknRSm+X7SbpS0pCkw2vLjpb0mzQd3aWPaGYN0OTjIo94MzOrGYnh9d0EMzNnkZkVoZtZJGkQOA04EFgJLJW0OCKubym7HTgGOLG27mbAh4D5QABXpHXv71oDzaxYTT4ucsebmVnNSIOHMZtZ/3AWmVkJupxF+wA3RcQtAJLOBQ4FHut4i4jb0rKR2rqvBL4XEfel5d8DDga+0s0GmlmZmnxc1NNLTSWFpH9reX+ipJPXsc7+kv6iy+24TdIWbeY/3GbetpK+3tKWb6fXx0j6dDfbNR5JJ0s6Mb0+sz7M2sx6JyI6nszMesVZZGYl6HIWbQfc0fJ+ZZrX63XNrOGafFzU63u8PQq8rl2n1zj2B7I63tKQ5a6IiDsj4il3cknyaEKzhhohOp7MzHrFWWRmJcjJIkkLJC1rmRbUNqc2u+g0xJ7KumbWcE0+Lup1x9sQsAh4Z32BpNdI+oWkqyR9X9JWkuYCxwLvlLRc0kvqo71GR6ml0Wg/lHQOcG2ad6GkKyStaBPyY5K0haSfSXq1pLmSrltH/ZaSzpe0NE0vSvNPlrRI0iXA2W3We4+kayVdLWlhmrezpO+mdv9I0m7r2PdCSddLukbSxzr9jGbWuSafTTGz/uEsMrMS5GRRRCyKiPkt06La5lYCO7S83x64s8OmPJV1zazhmnxcNBmjsk4DrpF0am3+j4EXRkRI+j/AeyLiHyR9Fng4Ij4GIOmt42x7H+C5EXFrev+WiLhP0gZUN+o8PyLuHa9xkrYCFgMfiIjvpc6/dfkE8O8R8WNJOwIXA89Oy/YCXhwRq2v7eRXwWmDfiFiVbg4KVcfksRHxG0n7Ap8BXj5GWzcDDgN2S1+3p41RtwBYALDdnJ3YbMOtOvhIZjaqxCfhmNnU4ywysxJ0OYuWArtI2gn4HXAkcFSH614M/LOkTdP7g4D3dbNxZlauJh8X9bzjLSIelHQ2cALQ2hm1PfBVSdsAM4Bb262/Dr9s6XQDOEHSYen1DsAuwHgdb9OBS4HjIuKyjP0eADxHemy088aS5qTXi+udbi3rnBERqwBSB+Fsqstqz2vZ1sxx9vsg8AjwBUn/DXy7XVE6s7QI4Plb/3lzfzrN1pMocHiymU09ziIzK0E3sygihiQdT9WJNgicHhErJJ0CLIuIxZL2Bi4ANgVeI+nDEbF7+vvpI1SddwCnjD5owcz6X5OPiybrPmT/AVwJnNEy71PAx1O47g+cPMa6Q6RLYlX1Ts1oWfan0RdpGwcAf55GlC0BZq2jXUPAFVRPyMnpeBtI+6mPantCm2rEk+9BMAD8T0TM62Sn6RfVPsArqM4OHc8Yo+PMbOKGo/4QLTOzyecsMrMSdDuLIuIi4KLavA+2vF5KNUij3bqnA6d3tUFm1ghNPi7q9T3egGp0F/A1oPWy0U2ohhcDHN0y/yFgTsv726gu34TqUdPTx9jNJsD9qdNtN+CFnTQNeAuwm6STOqgfdQlVpxcAkjrpOLsEeIukDdM6m0XEg8Ctkv4qzZOkPcbaQBoht0n6ZfUOoKMOOzPL0+T7B5hZ/3AWmVkJnEVmVoImZ9GkdLwl/wa0Pt30ZKpLLH8E3NMy/1vAYaMPVwA+D7xU0i+BfRl7RNl3gWmSrgE+Avy8k0ZFxDDV6LGXSfq7Dj/LCcD89ICD66keCLGu/XyX6l5yyyQtB05Mi94AvFXS1cAKqs7FscwBvp0+42W0eWiFmT11IxEdT2ZmveIsMrMSOIvMrARNzqKeXmoaEbNbXt8FbNjy/pvAN9us82vg+bXZraPX3pfqlgBLWtZ7FHjVGO2YO177ImIN1eWmo55b30dEnAmcmV7fAxzRZnsnt9tPy/KFwMLavFuBg8fbVkQc07Jon/H2YWZPXYlnScxs6nEWmVkJnEVmVoImZ9Fk3ePNzKwxRhp8404z6x/OIjMrgbPIzErQ5Cxyx5uZWU2Tz6aYWf9wFplZCZxFZlaCJmeRO97MzGqa/MQcM+sfziIzK4GzyMxK0OQscsebmVlNiTfkNLOpx1lkZiVwFplZCZqcRe54MzOrafIwZjPrH84iMyuBs8jMStDkLHLHm5lZTTT4xp1m1j+cRWZWAmeRmZWgyVnkjjczs5omn00xs/7hLDKzEjiLzKwETc4id7yZmdU0OdTNrH84i8ysBM4iMytBo7MoIjxNwQlY4PpmtWmq1U/WPjyt36m0n7t++Ll2/frfh7OoeVNpPxP98HM91epLbJOzqHlTiT8TpbVpqtWX2CZnUf40gE1VC1y/3vfh+jL2YetXaT93/fBz7fr1vw9nUfOU9jPRDz/XU61+MvbhLOp/Jf5MlNamqVY/Gfsorb7vuOPNzMzMzMzMzMysB9zxZmZmZmZmZmZm1gPueJu6Frl+ve/D9WXsw9av0n7u+uHn2vXrfx/OouYp7WeiH36up1r9ZOzDWdT/SvyZKK1NU61+MvZRWn3fUbrZnZmZmZmZmZmZmXWRR7yZmZmZmZmZmZn1gDvezMzMzMzMzMzMesAdb2ZmZmZmZmZmZj3gjjdrS9Jukl4haXZt/sFj1O8jae/0+jmS3iXpLzP2d3ZG7YvT9g8aY/m+kjZOrzeQ9GFJ35L0r5I2aVN/gqQdMvY/Q9KbJB2Q3h8l6dOSjpM0fYx1dpZ0oqRPSPo3Sce2a4uZPZGzaNz9Z2dRqnMemWWaSlmU6nxsZFagJmdRqinu2MhZZJPBD1eY4iS9OSLOqM07ATgOuAGYB7w9Ir6Zll0ZES+o1X8IeBUwDfgesC+wBDgAuDgi/qlWv7jeDOBlwA8AIuKQWv0vI2Kf9PpvU9suAA4CvhURC2v1K4A9ImJI0iJgFfB14BVp/utq9Q8AfwJuBr4CnBcRd4/zNfty+qwbAv8DzAa+kbaviDi6Vn8C8BrgMuAvgeXA/cBhwN9FxJKx9tVvJD09Iv7Yw+1vHhH39mr71jvOot5nUVrHeYSzyMbmLHpsHR8bTQJnkY2lH7Mo1RV1bOQsqjiLJkFEeJrCE3B7m3nXArPT67nAMqpgB7hqjPpBqoB7ENg4zd8AuKZN/ZXAfwH7Ay9N//99ev3SNvVXtbxeCmyZXm8EXNum/obWfdWWLW+3farRnwcBXwTuBr4LHA3MaVN/Tfr/NOAuYDC91xif99qWmg2BJen1ju2+nmnZJsBC4FfAvWm6Ic17Wub3+Dtt5m0M/AvwJeCo2rLPtKnfGvhP4DRgc+Dk9Lm+Bmwzxn43q02bA7cBmwKbtak/uPb5vwhcA5wDbNWmfiGwRXo9H7gFuAn4bbufI09lT86i3mdR69covV5nHpWWRWl+Vh45izzlTM6ix/fRyzwqLYvS/J4eGzmLPOVM/ZhFaVlRx0brM4vS9ib97zRn0fqZfKnpFCDpmjGma4Gt2qwyGBEPA0TEbVSh+ypJH6cKrbqhiBiOiFXAzRHxYFp3NTDSpn4+cAXwfuCBqM4krI6IyyLisjb1A5I2lbQ51ZmKu9P2/wQMtam/TtKb0+urJc1PX4ddgbVt6iMiRiLikoh4K7At8BngYKqgaNeeGcAcqoAeHYo8Exjr8q5pLTVz0k5vH6f+a1RnW/aPiM0jYnOqM073A+fViyW9YIxpL6ozYnVnUH0vzweOlHS+pJlp2Qvb1J8JXA/cAfwQWA28GvgR8NkxPsM9VN/n0WkZsB3VL/Vlber/ueX1v1H9on8N1S/yz7Wpf3VE3JNefxQ4IiKeBRyY1rfCOIuKyCLIy6PSsgjy88hZZE/gLFpnFqXNFXVs1Ossgt4fGzmL7AmmYBZBmcdGPcui9NlK+zvNWbQ+rO+eP0+9n6h6++cBz6hNc4E729T/AJhXmzcNOBsYblP/C2DD9HqgZf4m1M5k1NbbniqgPk2bszotdbdRBeut6f9bp/mzaX9mZBOqALo5tW1tWu8yqiHM9fq2o87Ssg3azHtn2t5vgROAS4HPU51Z+FCb+rdTnRVYRHV25M1p/pbA5WPs98Zx2vSkZcBw+r79sM20uk398tr79wM/oTrj8aTvGU88o3X7eNtqmX8i1Rmp57XMu3Wcz3XlOO1r933+FTAtvf55bVnbs2ye1u/kLFq/WZTWycqj0rKo/nXqJI+cRZ7afM+cReNkUVqnqGOjXmdRWqenx0bOIk9tvmdTKota9t1xHjU9i9L8ov5Ocxatn2m9N8DTJHyTq+GgLx5j2Tlt5m0/Gpxtlr2ozbyZY9Ru0foPepz2vRr45wl8rg2BncZZPgfYA9iLNsNgW+p2ncC+twW2Ta+fBhwO7DNO/e6pZrcOt38J8J7WdlOd+Xov8P029dcBu4yxrTvazLuBll/Aad7RwArgt23qr255/Y+1ZWMGKI//4v54+n7cMk7tSuBdwD9Q/cJUy7J2Q8P/Pn2dXk41pPo/gP2ADwNfyv2eeur95Cxa/1mU6jrOo9KyKC3PziNnkafa98xZNE4Wpdqijo16nUVpfs+PjZxFnmrfsymZRammmGOjXmZRWl7c32nOosmf/HAFswJJ2hQ4CTgUeHqafRewGFgYEffX6g+nCtYb22zrtRFxYW3eqcAlEfH92vyDgU9FxC61+acAp0Ya3t4y/1mpPYev4/O8hupszdyI2HqMmg/VZn0mIu6WtHXa95varLM/8DZgV6ozfncAFwKnR8RYQ9zNrEOlZVFaNuE8chaZNVOvsyjNn7RjI2eRWTPlZlFap9i/05xFk8cdb2YNozZPOWpCvaQNgJ0j4rpS2mRmE1fiv+NO1nEWmfWXUrIlt95ZZNZfSsmW3Hpn0eRwx5tZw0i6PSJ2bGp9qW0yszwl/jsurU3OIrPec7Z0v97M8jlbul/fT6atu8TMJpuka8ZaRJunHJVWX2qbzCxPif+OS2uTs8is95wt3a83s3zOlu7XTxXueDMr01bAK6keTd1KwE8bUF9qm8wsT4n/jktrk7PIrPecLd2vN7N8zpbu108J7ngzK9O3gdkRsby+QNKSBtSX2iYzy1Piv+PS2uQsMus9Z0v3680sn7Ol+/VTgu/xZmZmZmZmZmZm1gMD67sBZmZmZmZmZmZm/cgdb2ZmZmZmZmZmZj3gjjczMzMzMzMzM7MecMebmZmZmZmZmZlZD7jjzczMzMzMzMzMrAf+f7o2K6OjDLWvAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x16855636748>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1682e093ef0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "#! -*- coding: utf-8 -*-\n",
    "# the capsule parts refer to https://github.com/bojone/Capsule and https://kexue.fm/archives/5112\n",
    "\n",
    "from Visualization_Capsule_Keras import *   #output coupling coefficients\n",
    "from keras import utils\n",
    "from keras.models import Model\n",
    "from keras.layers import *\n",
    "from keras import backend as K\n",
    "from sklearn.decomposition import PCA\n",
    "import matplotlib.pyplot as plt\n",
    "import seaborn as sns\n",
    "from pandas import DataFrame\n",
    "from sklearn.model_selection import train_test_split\n",
    "\n",
    "randoms = 30\n",
    "cell_type = ['B cells','CD14+ Monocytes','CD4+ T cells','CD8+ T cells','Dendritic Cells',\n",
    " 'FCGR3A+ Monocytes','Megakaryocytes','Natural killer cells']\n",
    "\n",
    "data = np.load('data/PBMC_data.npy')\n",
    "labels = np.load('data/PBMC_celltype.npy')\n",
    "\n",
    "num_classes = 8\n",
    "\n",
    "x_train, x_test, y_train, y_test = train_test_split(data, labels, test_size = 0.1, random_state= randoms)\n",
    "Y_test = y_test\n",
    "y_train = utils.to_categorical(y_train, num_classes)\n",
    "y_test = utils.to_categorical(y_test, num_classes)\n",
    "\n",
    "z_dim = 16\n",
    "\n",
    "\n",
    "######################################################################################################################\n",
    "#scCapsNet\n",
    "\n",
    "input_size = x_train.shape[1]\n",
    "x_in = Input(shape=(input_size,))\n",
    "x = x_in\n",
    "#scCapsNet -- 1. feature extraction\n",
    "x1 = Dense(z_dim, activation='relu')(x_in)\n",
    "x2 = Dense(z_dim, activation='relu')(x_in)\n",
    "x3 = Dense(z_dim, activation='relu')(x_in)\n",
    "x4 = Dense(z_dim, activation='relu')(x_in)\n",
    "x5 = Dense(z_dim, activation='relu')(x_in)\n",
    "x6 = Dense(z_dim, activation='relu')(x_in)\n",
    "x7 = Dense(z_dim, activation='relu')(x_in)\n",
    "x8 = Dense(z_dim, activation='relu')(x_in)\n",
    "x9 = Dense(z_dim, activation='relu')(x_in)\n",
    "x10 = Dense(z_dim, activation='relu')(x_in)\n",
    "x11 = Dense(z_dim, activation='relu')(x_in)\n",
    "x12 = Dense(z_dim, activation='relu')(x_in)\n",
    "x13 = Dense(z_dim, activation='relu')(x_in)\n",
    "x14 = Dense(z_dim, activation='relu')(x_in)\n",
    "x15 = Dense(z_dim, activation='relu')(x_in)\n",
    "x16 = Dense(z_dim, activation='relu')(x_in)\n",
    "\n",
    "encoder1 = Model(x_in, x1)\n",
    "encoder2 = Model(x_in, x2)\n",
    "encoder3 = Model(x_in, x3)\n",
    "encoder4 = Model(x_in, x4)\n",
    "encoder5 = Model(x_in, x5)\n",
    "encoder6 = Model(x_in, x6)\n",
    "encoder7 = Model(x_in, x7)\n",
    "encoder8 = Model(x_in, x8)\n",
    "encoder9 = Model(x_in, x9)\n",
    "encoder10 = Model(x_in, x10)\n",
    "encoder11 = Model(x_in, x11)\n",
    "encoder12 = Model(x_in, x12)\n",
    "encoder13 = Model(x_in, x13)\n",
    "encoder14 = Model(x_in, x14)\n",
    "encoder15 = Model(x_in, x15)\n",
    "encoder16 = Model(x_in, x16)\n",
    "\n",
    "x = Concatenate()([x1, x2, x3, x4, x5, x6, x7, x8, x9, x10, x11, x12, x13, x14, x15, x16])\n",
    "encoder = Model(x_in,x)\n",
    "\n",
    "#scCapsNet -- 2. capsule networks\n",
    "x = Reshape((16, z_dim))(x)\n",
    "capsule = Capsule(num_classes, 16, 3, False)(x)\n",
    "output = capsule  ##output coupling coefficients\n",
    "\n",
    "model = Model(inputs=x_in, outputs=output)\n",
    "model.compile(loss=lambda y_true,y_pred: y_true*K.relu(0.9-y_pred)**2 + 0.25*(1-y_true)*K.relu(y_pred-0.1)**2,\n",
    "              optimizer='adam',\n",
    "              metrics=['accuracy'])\n",
    "\n",
    "#model.summary()\n",
    "\n",
    "model.load_weights('data/Demo_PBMC.weights')    #load saved weights for demonstration\n",
    "\n",
    "\n",
    "######################################################################################################################\n",
    "#calculate the type average coupling coefficients\n",
    "\n",
    "Y_pred = model.predict(x_test)\n",
    "\n",
    "coupling_coefficients_value = {}\n",
    "count = {}\n",
    "for i in range(len(Y_pred)):\n",
    "    ind = int(Y_test[i])     #identify cell type\n",
    "    if ind in coupling_coefficients_value.keys():\n",
    "        coupling_coefficients_value[ind] = coupling_coefficients_value[ind] + Y_pred[i]   #sum of coupling coefficients for each cell type\n",
    "        count[ind] = count[ind] + 1   #sample counts for each cell type   \n",
    "    if ind not in coupling_coefficients_value.keys():\n",
    "        coupling_coefficients_value[ind] = Y_pred[i]\n",
    "        count[ind] = 1\n",
    "\n",
    "total = np.zeros((num_classes,16))\n",
    "\n",
    "#type average coupling coefficients\n",
    "plt.figure(figsize=(20,9))\n",
    "for i in range(num_classes):\n",
    "    average = coupling_coefficients_value[i]/count[i]   #sum/count = average\n",
    "    Lindex = i + 1\n",
    "    plt.subplot(2,4,Lindex)\n",
    "    plt.title(cell_type[i])\n",
    "    total[i] = average[i]\n",
    "    df = DataFrame(np.asmatrix(average),columns=[1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16])\n",
    "    if Lindex==1 or Lindex==5:\n",
    "        heatmap = sns.heatmap(df, yticklabels=['B cells','CD14+ Monocytes','CD4+ T cells','CD8+ T cells','Dendritic Cells',\n",
    " 'FCGR3A+ Monocytes','Megakaryocytes','Natural killer cells'])\n",
    "    else:\n",
    "        heatmap = sns.heatmap(df,yticklabels=[])\n",
    "plt.show()\n",
    "\n",
    "#overall heatmap\n",
    "cell_type = ['B cells (1)','CD14+ Monocytes (2)','CD4+ T cells (3)','CD8+ T cells (4)','Dendritic Cells (5)',\n",
    " 'FCGR3A+ Monocytes (6)','Megakaryocytes (7)','Natural killer cells (8)']\n",
    "\n",
    "plt.figure()\n",
    "df = DataFrame(np.asmatrix(total),index=cell_type,columns=[1,2,3,4,5,6,7,8,9,10,11,12,13,14,15,16])\n",
    "heatmap = sns.heatmap(df)\n",
    "\n",
    "plt.ylabel('Type capsule', fontsize=10)\n",
    "plt.xlabel('Primary capsule', fontsize=10)\n",
    "plt.show()\n",
    "\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 2. Select the cell type associated genes\n",
    "\n",
    "This section describes how to find the cell type associated genes according to the weight maxtrix between ***input*** and ***primary capsules***. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(3346, 16)\n"
     ]
    },
    {
     "data": {
      "image/png": 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Wk5DaxU+fTi2hI36TSHkhbWkwyqS3cGHkOdo6rghn/XrA7wfuuSdUE+nmXJR77723S8fX82oA2uSl0RWI1b/Q1jnKrDRgAFBUFHtdrVjNTWvWAGedxe8i5ZBICTzzDM+bNQtYtqx9ZispqZncc09k01gvyUXROP6hTV4aPYdYzDmxnON0Aj4f8M47QFMTEAjw1VZvEqU9PPVUdKJ68UVgxw7g+eeB1asjr6OuDnjpJWDnTr7X1fH7tqK/zOvIzo5uGos1Uk1D4ziBNnlpxB+xmHNiOcfjAaxW4PLLKfSXLQOmTQO2bWu7DlYsiYNCcPzcXGD79ujrUKQlJVBbC6xcaZjh1D3k5JAAI83RXdFwGho9DG3y0ugaxNOHsno1kJcHnHMOd/pTpwJbt7avGnC4Kcpsylq61NAuzBpDIAA89hiwaRPPEyJ0LQUFwBNPUMvZuhWYObNz0VraBKZxjEKXXtGIjO4SWq1pCOY1tKZFmB3fSiuYORNYsoTaS2v3oMggkqAXgtqOKpUCGOObC1CuWEFt6IwzuIZbbwVGjiShHDhgkMy2bcDw4Z2rHBwegKDGidNvZO6BYu6N0tW4+OKLm//+4IMPTvh5ezu0htKbcCyUEOnoGgIBoKQE6NcPsLTh+pOSZPLYY8DJJwN9+wJPPx1d0MdSgPLJJ0NNXWbi6GyCo3kNQ4cCH38MjBhhaE9x+I16Wz6IzkOJL7RTXqMluiL3ob3lRyKtoa0xpKS2cM89fA/3adTWtszx2LqVZPLdd/RvtBaWa84pUb6QSHkmCxeSWJYtA1JSQotERgsAiNRSuLU17N/PzyNG8Pko578WihrHAbTJqzdA7ZCdzvjmPnRE2zA746dPp+bxzDOtl36PlFficvG6l17iOYsXR87xmDsXuO221tclBM1oXi+wZQtJa+lSw5nudPK7cJOY+fpo2k+szbQimfemTAFeeQVYuzZy2HJrCNOKHnroodiuizPef//9HplXo2egTV4nOsKFfiz+h1jR0YrDSiNZuZKO8QMHDCd3tN4m6h5yckgQHg9w440M6Q0EgHHjaOLq35/31Z5qxEpLuuWWyPfS3vsMT5psL+n6/cBDD1HL2ryZ2pDTCaxaxb9jeb49bdrsYWiTV3yhTV4aRPgO2eOJn7O3oxWHlalowwaadgCaelrrbbJkCXfsSoNwOrlrdzh4j5s3A5ddRq2lNdOZ2XykBO+NNwLPPUfne6R7iXSf0cx0kcq+tGYSC1+XlIwcW7ECqKykOc/vj+25KnRTWRePW2LbOg88bi2wNQht8jrR0ZUlPmLNsYjkUDeva/FimnrCic680/d4WkZTLV1Kzeaee4C9e4H6emo8ixZFjtoK37XX1QEvvAAcPkxH+C9/Gbm8S6RmWtEisqKZuFqLeDOva+FCw/+zezfwve8BCQnA2WfHHj3WDWVdPG6JicNrcLQqCdnpNdhxMBVOV+/SgjRaQmsoJzrachrHY/xIGo/adfv9FKozZ/I9EDDOWbiQu/GFC1v2Ownf6Sv/j9ISlF9j0SImJSof0axZvD58hx5t1x4IGAmUmzbxO/M6It2nGmvoUPpwli41HO7h2ozTyecQCETWaMLXBfC6zEzgpz8F3ngD+Mtf2vfbdfVvDmD39nocrUqC22fH0aok7N5eH/c5NI4/aA2lN6C7282ad90TJlBQDxjA95ISliNZvtwonGi10iGelASceaaRaLhhA68zayRKS3C7qY14PPQrjBlDcurfn2sw79CdTp6vepqoSC4hqB398Y88LkRsTnBFGqtX87OKyFLaSLgzX91nQkJLn4ZZm1DRaOFaX0d+O3VdkNiX3HFH85wrVqxo/3hhGDvZgez0GhytArLTGzB2cmrE8wYOHNj8d2FhYafn1Ti2oZ3yGvGH2Ymdlwc0NtKMk5sLvPoqSUAVfXz7beCkk4Avv6TAz85mzojTSaG6aZNxnTn/RJHWiy/y87XXkgAAQ1vxeEIjtKZPJ3Ft22YkO9bV0T+Tnc1Cjvv2AQ0NbTvBzYEF0Zzf5uKW77wDXHGFUeTS5TJqgzmdwOOPxyfbPnyNQWIXr7xi+jo+/+c9bond2+sxdrIjqrlL56GcGNCZ8hoGurukh7l0e04OcN119G9kZ5MUwo9v3Ury2bePPhFFBlYrhXBhoRFMoGAOs5XSiOwKD+81azpr1vDaUaNCw4+FAD74gE5/iyW2nA8hSDaxlrDPzSWZKI1JhTxLCfzwh8BXX4Wuq71aSaTf2GxO6yDKSgL48O1qzJ2Xhsx+oRZyp0tgypkR6pdp9FpoQjnR0RMhpOa8jjfeAN58kxqE0gjMZh2Hg7vzLVuoGXz9NUlhyRLu1lW5lWjRX8nJoSHFW7aEOu7tdkZKrV3LGmBnn00BP2uWYTpTxHX4MPCjH3GM738/dqEenkGvgghcLt7HZZcBWVkkVTXn6tVcV0UF8OCDnCsvjya41pzokYgj2m9sMqctX7DAKBUTI8pKAhjQPwCfTEfCbX4UFaMFqRyrWK4i7DS6FZpQTnTEmlgXb3g8NGMp5/cnnxjmppwc4PbbjXX89KdAcTHw85+3jOJqK4LMfH9bt1LL+PJLCk+7HbjySuCjj6hNbN7MaxISQn0YM2eSZAIB4G9/43t7M/+Vg37NGqOK8cyZHEf5ZJSgV/6b4mKSTHo6kJbGMRYtahnpZjaNPfFEy8KY0X5jU3Takg5opx++XQ2fTAcg4JNWfPh2FRbektGuMTqDWExq0bBkyZIuWpVGazg+thsa7YM5r6GjuSKdhctFIep0cid+4ADw+utAWRk1kscfD418evdd7tBXrSIpKKHbVs5M+P0lJdEBLiWTAz/6iMRSXg4MGULtY8gQI9JLCd0HH+R4Hg81pbVrW8/fUM9YRZ+pkinZ2fT7DBxILeT559l35cUXDWLweEhqU6ZQQ7PZOE64VqQ0j3PP5euqq4BHH+UzNEeqOZ0c6+DB0MgyZQrsYN7R3HlpSBB+ABIJwo+589IintcV+SgqLHnW9yyYOLxG57ocJ+hRDUUIcT6ARwFYATwrpfxD2PEkAC8DyAFQDuAqKeVBIcRwALsAfBc89Qsp5bLuWvcxh7YyszvTj6Oj/hclqC+5hC+Ph+OUlADjxwNffMGxlcayZQswZw4JYNMmo/xJW4UWzTkigQBw3nk8npdHbWfIEJLN+PEkCoBahDItqfH69aM5LC+PTb1OO41EpEx0rXVqXLIEWLCA63j/fRajzM9nouSBA7xGkZx6TZ5MUj39dGoof/6zEaGm5lSRbCqMecsWRrN99x1Lyqj1q6rIU6cySTPcj9RBE2dmPwuKioEP366K6EMBaBabNMaNyjob+mfELx8lNCyZn7W/5thHj2koQggrgCcBXABgPICrhRDjw067HkCllHIUgD8DeMB0bL+UclLw1bvJxJyvEamLYEd3qbEWNowGNW95OR3SSviXl9MB//rrNPNs3UpSOXCApqKRIyNneEdbjzm01u/nZ+Vcb2ig8P38c457xRUkGuVIV+M9/jhwww00kZWUULuZPh246aaW9242Ma1fz/OFoNZxxRX82+cDEhNZIt9i4WvlSjrjb76Z5rfMTKCqikSWnc3fTh1XuTfK1+NwkKD69WPpGVWfzBx0sHUrUFoa1yz5zH4WLLwlA06XaKGFeNwSk8a4caQ6GR6/HcWV8ctHYVhyA1wJ3mBYsiMu42p0LXrS5DUNwD4p5QEpZSOANwBcGnbOpQCC1f/wDoA5QnRwu3WiIlpiXDxMXPEo4SEEheDAgRSa117LvI3zzuOxAwe4zttv58568WLW9Iq09vD1HD0amgi5ciUFd1ISMH8+hfC8efSfWK2c7513SDoOB69fv54mpEcfBX7/e36ureWYu3YBqaktq/66XCSbvXtJHPfcw7lnzKBj32Jhpvvq1czA37ePY65ZQ19S377Mh5k5kyHTCxcaGtlLL5FkFVHdeCNNXSNHkniefpo+JxVCbW6T7PPR+R/h91+wYEHzqz3wuCXWr3JjwrDaFuan3dvrUVlnAyAASGQkN8VN8DtdAjsOpmLNZ4EOaT05OTnNL43uQ4/loQghrgBwvpTyhuDnawDkSilvNZ3zTfCcw8HP+wHkAkgGsBPAHgA1AH4lpVwbZZ4lAJYAwNChQ3Py8/O77qZ6ApEifID4hAnHI0IsUndEc16I2YFsdkBHy75XCZGREiFVP5H9+3nea68Za1+wgH6IggLmxaidf2MjtQVlYlLmN2V2Ui2CZ80ykiJvvZX3sGoVcOSIMe6TT3Kdr7wCvPwytaM9eyj8GxuBCy5geHBZGc1zdju1p+XLOabqhTJ8OK9JSAiNXFOFKc05LADve+BAruWhh0jgYR0oO5KXofwYhRV2NARskLDAleDFms8CmHKms/l4cWUSMpKb8NUeVwuzmM5DOTEQax5KTxLKPABzwwhlmpTyNtM5O4PnmAllGoA6AMlSynIhRA6AdwFMkFLWtDbnCZvY2JV5Jh0dO9yvYx4jWuirmXiiZakHAhSazzwDjB1rNM9yuVon1ro6Or337uUYgQA1hKws+iVefNEY74EH6PO5914KZ2Wuq6pifa0lS4D33uOYbjdNUWefbRBubS3P6dcPePZZklJ6Oslh714SQ1MTCXHMGJLIiy+SOHJyaHb7xS+M6sZTptBHovw1y5cbZfuvvZbvGzYYVQdycji2qSWAMCWFxvp/fts6D2Z9zwK3zw6BAOzWJgzI8IZoDG1FYmlCOTFwPCQ2HgYwxPR5MIDw2gzqnMNCiAQAaQAqJP+FNACAlHJrkGjGADg22KK7Ewm7srRKR8aO5LRua8y6OgpJj4eO8UWLImepezzAN99Q+H/3HX0JqrTKkiUtgw/UPC4XcPXV1B4OHaL5bd8+ag233kptYccOrjclhcelpJN92jS+fvc7Cuo336T2YLGQgB5+mD4MgGSiwo7fe49l9YcNI3klJZGc0tPpR3I6OcbTT3NuVVEgKSm0dIy55YC55IwKSV6+nMmRd9/NcR99FMjIAC68sDmMeOXKlTH/fIokho6xIzu9FkergKzUBrz6RgImzwg1P7UnudHjlrqA5AmOniSUzQBGCyFOAnAEwHwA4Qbe9wFcC2AjgCsAfCqllEKILJBY/EKIEQBGAzjQfUtvBboXRUtfh8o/CdccVEa80mKk5M7dvKM0h0CrHI6cHJqpFi9mD5NIUU3hGtKKFTQ3XXutEV02dSrJ5C9/IUnl5PDY0qUkEL8fuPxyksBVV9FPUlhIP8nZZ1N7sFoZ8rxwIUvgv/kmfRklJfS/AIzk2r6d4//rX/SLfPYZnfZDhnBto0dTe5k3j5rFk09GruelwrHz8vh51iyjmvHUqewJ43RybR9+CFx/PeByxeQ78bgltm/wYNHVfpRWJyI7vRabdqagYI8XYyd3Pnpr4nBdlfhER48RipTSJ4S4FcCHYNjw81LKnUKI+wFskVK+D+A5AK8IIfYBqABJBwBmAbhfCOED4AewTEpZ0f13EQHxTCTsbk2nPXO25u8IL3hozl6/9FLu3Nevp48hKYm79xtu4M7+0CHu6p1Og5xfeIECum9flifx+Sh8N2xgZr3dHpoQqbo5KvPZokXGb7JtG4W1yiQ3/16bNlFrqa+nUO/bl0EDP/kJNZZ58zjuaafxPgcNYjjy88+TlPLzeT+1tSTK0lLO8dZbHOuxx4CaGq5hzBj6PJqaQlsVq/Is0aLyhKA5cNGi0GcvJUvceL18ZtOmMVly4cKY/u2E+ksckLDgaBVQsMcbVQNpb+Khqkocr/DfziQ+anQNejQPRUr5TwD/DPvuv01/ewHMi3DdXwH8tcsX2BHE2ouiLcHdE5qOec5wh3mk88ILM5o1A2V+Mhdn9PmAO+6g0zw9nbko06fz2Lnn0lwzcSKjr0pLOfeaNRTQR4/Smf3tt0YossqOX7aMGoZ63uHms6uvBk45hWalmTO5ZvW7BAL0UWzaRDPat9/yu+pqYPBgElx9PQljxw4K/YIC+lKUpqPK05tL4qenc4yMDJ7r95MMd+3idzt28L2oiGav22+n+U6VZ2kr/8ZsDjT/bmecwX8r33zDe41xM6PyPryBJAgE4LA2tFpFuCP9UFobr73Q/ViOTejSK/H5BxHUAAAgAElEQVRGLE2nYiGLniiZEl5GJLxkiPk8lXAnBP++5prIjnH1PC67jDb+igoSipScZ98+4KKLqGHk5pJkVL4FwJ32nj2GRlFTw124zUat5YILWLKlrIzXhCcgBgI0MW3aROLw+Wgmmz6dwvvll9kZsaaGlY8DAQrrxkZqUSrzXeXH7N3LBMT6emoXBQW8prGRJqyEBP7tdvPvggJqUKmp/G7SJI7lcNAMNnYs81GuuorEYio5HxLEoDSus87is1bnlZSQtNXv9vLLfJZnnEFSj3ETYi5HH+4viaQJdCTxMJ5CXyc+HpvQhNIVaMuRHQtZdEPXvRZoq8+H+bxZs4wscHOhxWj35XJRoP/udxSwNht7pUyfTlONEBzH5zOaZK1YQXPZFVdQOH/5Jclo924K3+9/H/jTn3ieuYdJcjL9K2vWUOP53e9IAIWFXPMPfkB/x7ffkpyECG38VVvL+ZxORnaNG0fz0datXF9REQV+SgrXoUqdpKWRnPr0IXEKYdzrkCEMXb7uOpr3tm/n9Xv38ro77jDMcytXhkRoNWtcbjcJV93rmjV8JtOm8fPaYOT8qFHUnEwVmi+++GIAVJR++8s3W5iJVN4HiSM0iiuSJhBrPxQz4qlBdGR+ja6H7ofSE4jVnNVdPpRwB7a5z0c001ckH0q0nBj13aRJzI5XZp2XXwb+/neaZ04/PTTf4o9/NKKWVDTXVVdR8H76qVHePiWFfw8aRMH+7rtGCRO3m2anMWNIHFJSeJ90Eo/v2kUtI7wYpNXKl0qSTE8nSQwdCvz73xTY5eX8nJdHLSQ1leekpfE+LBaST1ISs+1vuokRY59+alRWrqnhWNXVvI+6OpZkKSpiGZq8PKMv/bnn8vzSUpJSXh7JZMgQnr9uHX+HV18lGYX9buYwWldCPbLTG6JqDGaNZPf2+ubQYXMOSvh5PdEPpbX5ddhwfHHM56H0BI4ZQgF6xuEebR3hIb6qMZXb3XoDqWjjme/L3Gzr4EH6IFSrXZUNPnIkBenUqUYZlltvpfaxfDkjoJKTmdNx440UzH4/X3Y7ySIzk2uePp3mnltv5diBAEno448pxHNzSRC5uTQjVVdzvnXrjFpfLhfXNHgwNZp9+3hfiYkkkUOHSB7jx1Mr8Pn4ubGR15x8MknG5+MaDx/mOpXZ7tAhvldVcR07d3L9hYUcv76eTvyEBKPs/4oVLB9jvucvv+Rvdc45RpWA8MZfQWIRqeYdvGxBDgqhGkkDNu1MQe6E2ubP7TVbxVuwx+qI14QSXxwPeSi9G12ZO9IehNelamgwyqMvXNh+P466r/BqvKqvyZIlFPS33GKYlvLzmcy3eDHH2LoV+PGPOdakSfzsdpNM7HYSxvr1hmBNSuLxpiaaejZsoEnrwAGOcfHF1CwuvZTHEhIo1E85hSSntJidOw1/yNixXEtREYnBZqOgV9qIEDSZScljpaV837WLGtD//R/PveQSXqdMYC4X52hooDazaZNRqyszk2vLyOAzHzuWZq2FC2ku83pp8qqtpcls3DijH4xKXFQFM5VP5cUXgc8+w/vLlqFh+mzceqtEXT3rYw0dk4Jt6zyt+kYK9nixaWdKc5Ot9pqt3n///Xad3xra44iP57wasUMTSm9HeIiv6p64YQMFWUf8OErrUWG7S5YYxRiFoKN7zhwK/9pamqvefZfhxDYbczz++lf6Tvbt43Unn8y1LV1KAX/qqTQ71dRwvJISmqn27uX7oUOG2Wr9en4uK6MArqkhiW3bZhR1BAw/SlMTCSgxkULe6+V3WVl879uX41x2Ge+zpoZj1NRw/atWkRBTU3nuoUNGleH6epr1jhzh30JQ67BYqFW99ppBDh9/zPdly7i2TZtIPAUFRn+XX/2qZQKo+k0//5zPxe3GxW43UFmJC38zB7un+DH0ZLPmYQjnoWPsSHe5IevQTDo8z4Hs+2ojCvHWtAblu4kH2uOIj+e8GrFD90Pp7VBRWE89xdBVc2HB5GTjWHvCluvquDNWfUCKi2mCueUWwydw001MNLz9dgrIb76hhlBURM1i8mQK3TlzaLY5coTmISU8r7+egnbMGK5z4EASBkABbbMZ91dby0iyo0e5tuRkEgNgaCSNjaH3sG8f17N/P49lZHBcpU0sXgz8x38wD2bHDkabORyGmeujj3gvo0eTDJOSqFG5XDRt2Wz8rNZhtfLa8nKasZSfZdYsEkl2NgnLXAzT/B7+my5ZAtx/P9ctJa8dMgTOrWsxZbJEwR5vs3A+XGbHA7+oQEGeH7kTalFZZ0NGclNzUqMhxFtWE+7OviW6AvGxD00oGqFJfgsWMPFPEUgnGjQBoFBdtozJiUOHhpbUt1ppIrLbjUx4gIRy6BAjtJYsYQHI006jj+WLL+jIXr+ewvyccyjAjxwxrk9IoAZz992MBMvKMioIOxxcz8iRbZvvzEK7stIIAhCCGpfFQi0kLY3azA038LPDwXO++IIaU3IyQ5rHjuXaBwygduL383u/n5rMO+9QG9q/n8/k8GFm1J9+OrU9l4vEdP75PD5tGk1f0cr8n3ceAxoKC+FJysC2/y2EZ8qZgMuFsZMdyEptABBAIxJx/xN9MGIkUFSRBI/fjiq3LZgh37oQD9Ua4le+PhI6W4FYo+uhCUUjtDPgeecxUqgzYwHMlbDZqDVs3sxd+a5d1DaU6czlonlr6FAK2TFjaGJqbKQwfeYZFoJ84QUK2bfeYuhxfj537rNmUWCq/iNqbpeLfpNPPqH2UFxMTcTno/B9+mkKeqWtpKWFtgVOTSVBOEzCMxCgnyQvzwg2UHW7zMmRaWlGCRmrlWudPZva1QMPcA15eTxv5EjOk5LC6K+vvqIm4XSSWKZO5bPxernexkY+zylTqNllZtIvFanM/6ef0jdkt8NTF8DEox9j1u4VmPjbKxlz4RJ49Y0E2OAHy88L+KUFyQ4fnFYv0l1NGDrG3qYQ7y6tQXWFBIApZzo1mRyj0ISiEZqo6PEYf4dDOdrNrXvDjy9fTtNWYyOFYUoKo5kqKoz6UwDHKC5m35KrruJue8wYkpBKXjz5ZO7a8/IoSP1+hsw+9RS1gepq41ggYDTWcrnoA9mzhz6Epib6LZQfo6mJZJCczPtUDnHlT7FYqElYIvz3aGpiRNdll1E7WriQRPzyyzx20klcu8NhrGXfPvpDLryQ60pK4tqHDzcKRSYmGqa6k05iuZfKSmpr69ZRgykp4bN8+GE+X7Mmaa55pgIh0tiyd7djMg4GroEbF+Fg+SXYvb2+2TSVleYBIIMv4L1/JSIjuQmVdTbkTqhtLuiohHh4u9+2CGfgwIHNr46iI2a1eMyr0X5op7wGhd5ZZxkObZWoCBhhwOElVKxW7o7NvhVzpv2bb1JAJiXxpXbdKmpp2TL6GRwOjuV0UmBOnkyimT6d31VW0uSzeTPnee01muWuvpqFFhMS6NTv25ekUl7OPJRAgGYlm80gEZWz0tBALaShgUK/qspIcPT5SDY5OUygTE0lwSmhnZXF6C6fj8fWraNwV9er+mT19fR7zJhB8qiuNvrdqwgvu51JlgUFXJfDQSI7+WRqc8XF/B3q64011Ndzvgcf5Hg//SnX+9xzDDKYPp3Ht20DfvYzYN48jH3rfxH4OZuaBgAMHWNvjpZKtquETgFA4uK5TXDX2+CFHUUVoY7vaFFWrVUcLioq6vQ/z45kxcdjXo32Q2soxyvMO9J4YcQI7rxVyQ6lcdx0E01P69bRNLVpE53g5i6Oavc/YwbNUwDNZ1lZ3HE3NJAwAK5740YK4eJiI1/E4aBWkZJCoT1lCjWY9HSOMXs2nfyLF9O3kJ1NAZuQQCf922/TtHTeefSpqG6G48Zxx5+RQfLKzOSYt9xCwvF6jXtQkWEffsg1KUGu/EwDB3LcsjL6h2prSWINDbyvAQM454wZnLe+nu9CGPOMGEHtZMIEPqu0NH4eN45EbLORlN1uQ2sZPJjrVp0nExP5DB97jIELv/891/T88yxfX17OqDirFc7bbwj5mc2O9sq6JNMRgar6RHiRBECiPpCEzEHG8e70l5ihnfHHDzShHI/obK/3cCjNoraWRRCfeMLQTNavp3BavpxCs7CQQruwkLthVS9LmbpU3an582muSUigaSglhXksCQk0NeXkGE2mbDYSC0ANpa6Ou/S//53kNW0ao6XeeYfkM3asEak1fjwF8fr19Nts3UrNRUpqKsOG0ffx4ov8bvJk3ueYMUZNMYXERL4PHUpSycriPKp8is/He8rLM4hISp7b0MDzSkqoZWzfTjPXBx/weajghsREvg4epOBXhFVaSrNgVpZRdXjYMGovNTUMUkhKYrRa//5Gmf+NGw1N7Ntvuf6xY6nhuN0MTJg/H59973v47I478Nmnn4YI6P59vLAKP5TZyw9r8GFQ61z7T6NnXUcE+5EjR5pfsSDcpAZoZ/zxBG3yOh7RnsKR0bojmr9zuSjEHn/cyPdQx83f2+00tWRlUXC++y5JRJWoHzaMJi2VHJmbS1Pahg0U5KWl/JyczOir/fv5XWUlScnppADNyOD4UnI3v3kz133ppRSg+/cz4VFKElF2NsnH5eLcpaVcY0GBET02cSLXWFhIcqusJFEmJRnlV1QJlvx8ag+KNCoruftXmkpaGoW/3891+f28p4YGkp/qIa+etdJMVKmaPXtIThYLSadfP2o2Tic1jE2bSJLbtxvBBlLyuTzxBHDXXbzn8nKSSXEx7+n223k/q1czKu6rr3gPBw9idkYGzWr/8z9ASN2uFHjcEg//ugx/WNEX3GOSXBKEH3Pn0Q+jck3a2x+lPT6M1hIX29PIS6PnoDWU4xEqcU3li5ijfMymsEiaTKTvhKAwUpFDakwhWENr6VL6KGbOpPD7y19Y4fell7ibV+VSPv6YwvT1143eIwsXUtD++98U3DfeSMH2xRd0ZlutRiMqleh3/vkU4Pn5zF+ZOZPrfPddmn4aGxnBtXcvhemzz/L94EESUXU1o7/Uvfl8Rgl5q5Vk2acPzV4NDYZD3+fj334/3y+8kGNVVNAcN3YsiXDAAMPv4/dTmLtcnG/TJua7mCGlkTypanwBxlw1NQapPvIICeGBBwziATh/UpIRwv3BByQqu53mvNxcBjeoQpeFhdSE9u7lc6+qgqfRim0bvM2OdlWry+kS+MEVTih6EJD4zyXlKCq2ILOfJcQpnjuhtsv6j/SUSU0jftCE0hPorP/DnIxodoqHk0VdHU1BAwbw3e1uqd0oH4jqyWEeU8rQPiCqzteGDQx5BWgCmjGDQu2kk+i/ACgMZ8zg+du20fewdauhecyYYTSTUpFVLhfNRXv3cl0qAqqsjN81NJBIPv+cx/LzDae+y2UECzQ18VVfz/kDAe7orVaSkd/PRMp16yh0LZbQiC4pSYyPPkpyUCatgQNp7vL7qbEB9H0MG8Z7UGYxhYwMIy/FnNNitYbOVVdHQqyoIBEcPUqyCARIGA4HNbVrr6X2JQSrCCQlMWChuJhrvPNOkvyYMRxXVRtOSIDH3gcTvvsbzrwoFROG1aKsJBASOTVklB39Uz0QoJP+9XdsUcqxxE/Qh5u34uErMYcXa3Q/NKF0N8KFfrQQ3LYQKeEwnCykpPB75x2+O50ttRtVel3t5s1jqvGGDzfKoavrCwoo4J55hlqIy8Vdcn4+hZ/VaoSw5uaSPKZNo/Zy88089sQTFPDl5UYo7/79FOSzZ1NQDhlCzSQvj7t4lfV9+DCvqaujsG9spKbQty/n7NPHeC4+n3Gt+g2Sk0lKytylzFcKDQ38ThHTwIEsBPn11/RPVFQYJVSU78NcAt9uZ47N6NG8f9W+OC2N30VCfj7nVM/fYuE4M2ZQO1q1ioS9ezfnnTmTYdQPPGD0awFI8tddx+c8dixw6qnYftX/Q74nC/X+JOSXJ+P9V6ubSaK4MgkzJntQWWcLGrssKK0xiCMWQR/J9wEAhYWFza/w88NDgTvrKzGPqdEz0D6U7kZb/dY7U3k4vIeKyqu44grufEtKuFNXDcDMocCR5o/Uk0WV9bjsMprHnniCmocyJ516KjWaYcPoCP/kE5LDffeR2B57jP6BDRsoHLdv55pUIyqrtXlXjcREY/c9YABJSZntLBYKe9UV8YwzGO785ZdMCCwvp6BVJFJTYwh8KY2AgYQo/wUU0TscRmtic3mW8nLes6oS7HDweQJc/5Ah9D3ddRerI/t8fHa5ubxnm80ou6K0QbudRGa1cl0nn0yy+uorhkbv3895SkqAuXNJdLfcQmKZMYP+pcWLGVa9ciVLx1x9NfCTn+AnU2ZB4rHg4jdj2CgbstMbcLQKSHcx70R1a0yytOzW+PJrCQD8zU23zGjN9zFo0KDm88xVf6OFArfXVxJeal+NqdEz0OXruxvmcvHmfuv5+TQ3dbYCcXhvk+XLae7y+ymkzMRhLi1vnj98DLMDPxAgKWzeTI1F9QfZs4cVg4uLjazxDRuM5ME+fejXsFopTO++m36Yq66igFUaQm4uNZRZs7jr37GDmk1eHokMoGPZLNxdLuC3v6W/p7iYuRlffEGh7/ORmJTGoaA0Bp/PKFsfDtWjRN23EvyqT4qK8lImu2nT+Hsq38avfgW88QbNawqqjL2URhjywIEk1Px8EtHRo7z38nKjc6XHw2v376cW1tTEcaZNI6k99VRoCZ2bb6Z/a/9+IDcX4o47mpcwvE8VdhaQLHZvr8fQMfbmQpFZaY149XUrJs8wEhnN5ewjaQ7b1nmi9kyJVkY+lnHbQmul9t0+Q4vqTTKuqxBr+XqtG3Y3zP6P227j7jKSc70z4ytSUr3dH3yQQi/cbxLJua8IQ5nk1HkqJ+Khh3h82zaaYJKS+LeUdCZPn86quePGURiXlVE78HgoBD0eNPdinzmTZHLKKRSM48bx+7feYhTXnj0kg7w8Ctj0dJqMlP9C3e9JJwHz5lHbuugiRnwVFXG+0aON6sBmKL9Inz5G7kl4ZrwKEjBrNmpORdCA4czfvJljqpyTP/6RPg8zGhpIuCpJ8cgRajiLFwP33MNn3dhI85/LRdJLSWGUXGoqQ4bN7YZ37eLGJDnZMFeq33XVKpL466+HLMFMJmMnO5DZz9JsatqZn4KZ5/Lf4bZ1Hmzf4GnTf9IR30c8QoHDfTsFe7zNY2r0DLSG0tPoSKOttq6J1DQrmmkrXBt55BESxtixFOJPPknzyfr1FJJbt5JECgq4m1bNoC64gGakhx8mITz+OHfUhYWGMC8ro1D0+ajNPP+8EW47YgRJICeHmeuDB1PLSE6mief66yl8paT556mnSBg2G/Nc7HYK16NHDce13c5s8ZUrSSzqHgAK46wsFp5cvdpIujQjJYX3pxzt5mdmhtI4VFa9gpqjqorjKKSnG1UEysuNQpkTJvA9LY1EO2QIy+CvWUNNUEr6qz78kM/a4yEJb95sVFdWqKlhwmMwy37r6NEk7csvx7hxOa1qB+adf1YqCbK0OjHmLo/m413dsTHafWzdurX5vJycnLjO2xuhOzZGwDFJKO1FW+2DpaRQveeeUFOW0jJaI6GiIjaEKiyksP6v/6Igv+UW+jDeftuIwjrtNJ4XCFBYJyQYXRT376cZRjWgUuVGpk+nkFfZ3//4B3fbQnCOtWs5T0kJheqaNUaNq3HjuLb0dBaLVHXBhg0z6nyVlnI9FgvHvOACPotDhzj/6adzjuxsrn3IkJa+ETMyMynwzZWQzf9fVIMvgL4NRRrq3MREI9+kXz8S4uDBRmVk5Q9SGDWKJOH30zeUmMjzmpqomVRX0x+lyuMrn8uvf02NUv3Gap3nnsv7U62Gf/xj4Gc/w/pP6nHO+QnwBpJgtzTg4//zNWslQEsT1of/9MPhEB0KF26NUMJJKNZujK2NodE10IQSAcc9oUQjC6UBKLKJ5jNR50RKdHzmGdaD2r2bO/P+/Rmem5pqjKkyxQMBOns3b2ZkUX4+ne7//d8U6tu2cfz0dEZXqaq86el8VVfTzHX4MMNzPR4SSXY2ySE9neYym42aUG4uo6u8XgpZlTTYpw//VpFaZlgsLEfyzjs0+9TW8r4sFmoBqvaW283vwq8HeJ4iP6UNKUd6OBRBKCQkhIYQW61Gr/viYiO82WYzSFW18E1MNNanIuWEIEE88QR//23b+OxGjiSZjR7NcwsKeC/XXUeyeeQRw9+SmAjPTXdiwh9/jPzyZMhg/a7hfeuwMz+lWSCXlQQwaYwblXU29M/omH8DoLB3JRtmRHddoHmceLca1uhaaB/KiQZFFnffTUGVn2+UPlGCzBzma7XSht9anor5ujVrKNhU0USrlYUYAcPn8/DD9FfMncvIo9xcCrCZM7mbb2hgpFFWFuc87zyj/InNRuG3dy/H/PBDahmqFldRETUat5vRSUlJRvHGPXsMQqiuNsq9VFYaiYnhCASoyWRlkbASEjiG2vmPGEHTmdVqaDUhfddhOPEViYQfNyPcB6NyYhScTmopqakGMZnL3A8fbpi+vF6DXKxWPqOhQ/n3K69wkzBxIv1FHg9NfatXU+PbvZvP+IUXmBt0xx3AoEHwNFixLfsCbP+oBKVViZDN//UtKK1ObPaNeNwSuRNqUVFrg8vux2dfJneYTN5YXhXy3fYNRn5IuP/jw7erdVLjCQBNKMcLwsnigQcMU5EiB7OTfeZM7vhby1MxO+dnzaLQGzSIwnbuXJKDOmflSuAXv6CgU07822/njrm+nqRz6BBJTpmXiovpbP7HP4Bf/pJaR1ISz1PRVaprYXo6CU01sjp4kKaaSZN4XkICtR8ltFUiYWvYt49+GGVmA3h9WRnDcUtLKeAzM/muiA8whLsZtbUtv1Mwd4lUUEmTShssLua9AzR9CcFrVJVkdb2q+ZWczHH79OG1H30E3HsvKwNYrYZzf8AAXq8ad9ntxj389KfwvP8xJno3Y9aXD2HRxluQld4Ip9ULqwggAY2w2/zNRSB3b69HUUUS6gN2lLqdmDrRi4I8f8Qck2hQ2sctd0cPMgl35M+dl6YLQJ4A0IRyvCCcLJKTW5JDtAz6SGPMmEFTSXExyWjZMkYFffIJ/SaHDhmJj0ePGnMlJDBqTI3/wgsklepqzpGWRqJ54w2uw2IhETU20mcxdaqRY6JMPnY7hbXdzvmamgziOHSI93rSSRSsNhtJKTub762hf3+jND1gJFsqMsvK4vdNTfzu0CEjBFj5TczPUGXZm2FOQlRRX1arUcI+EDAqFBw9ynevl+SammokLw4cyAz3s84iuY4YwbFU4mltrWHq++47/m4vvshnIiVNiBkZxnMJBJobpe3eb0Oe+0y45STke87Eq69b8f7ffJBSwgcbyuudGDECKMjzo7IigMZAAljPS6DU7cRJIyTOPDu0F4k5kTE8qVFpH95AYsijmjzDyC8Jj/IyR5pF61vfHlITQjS/NLoPbfpQhBCpALKklPvDvj9VSvl1Vy4u3jghfCjhOSbRnPNtjeFwsDrvpk00Xb36qiHEw3ugrF1rZMmfeWbLPJbSUppdTjuNwnH2bBKU283S92VlTDh0OjmO1crvVH0qFQpbUUEBWVhIE099PTUUu53axq5dhuO7f3+uV2VgJyQYAQDKKa+SHwGDHBRRKJ/O7Nn0BRUVGWOoXicqf8Zup2kvEmw2o9ikqu+VnMx1VlYa5yl/jILDwXvOzOQ609J4L6ovijJ1Ke0sPZ3k6PMZhDx9Ool88GAS0auvkqzy8/n8kpOBjz9GWblA1si05qk/fq8We79twk3/mQ40V/CSyHR6UFNvQ6NMgFEkUjS/O61erP08gLGTHRGjwFQOy8mnOeKaD9KRnJWujC7rjYiLD0UIcSWA3QD+KoTYKYQ43XT4xc4tUaPdMJdGaUsbiQQzIZWWkkxUfxNVY0tVxE1OpnBbt44hq6tW0QR1ww3GXErjUQmE69fzHKUxqWrFX37JsXw+Cue6OgpEJYBrarjjbmgg0YwezVd2Nn0FiYmM8DL7Srze0PwSJWiFIEmpNr7me1dmMuUzqakxiicGAhTwygleXc0x/X5j3eFQjvXKSs6ZkMB5c3IMrUghXLNRPeVLSvg6coTPRTX48vu5HpuN9zFgAJ9JWhq1PClJsKWljOBauZJEokrMlJUxgOKGG1Cw7PchU//ghzb8z+/NFQIkBAIo8zjQKBNhJhHze0ZyE8ZOdmD7Bg+KKu0s21Jlb/Z95Jcn4/tzbTh9XC0++zIZyx+Jjx9EF408ftCWyeuXAHKklJMAXAfgFSHEj4LHtC7Z2SKPnUWkel7hUGtUPUuUQ97hYF5CURE1lKyslg57l4sC/eBBnv/ZZ3TM19YaO/0FC4w6XI2NdKxPnmw8E1U0sk8fHu/Xjztqc+Z5ba1RudfrpRP+0CFet2sXx9u1K5QgBg+mk18JbtUt0WqlUB44sGVEVmOjESKsytXn5YXmoJgjswCSZXm5URvM/KwVSagS9V4v70WFUCuoGmrhv526NjHR+I0ULBYSpt/P46NGkbQsFhK8EMwVAtiUq7SURGazkXQqK/n3li0YO8GKwbY1SBI7AOyCN5CEqlob+jo8sKEJmQ4P3n7ZY/oPLWFBAAi2BU4UjRiY6sZXe3gPC67yod5vAxBAv3SWabFbGiEh0CgTcbAiBdMn1WPpz+LjB9ENto4ftEUoVillEQBIKb8E8D0A/yWEuB3qX1snIIQ4XwjxnRBinxDiFxGOJwkh3gwe3ySEGG469p/B778TQszt7FrajWgRU101V3uIKxKJPP44tY3+/en3WLaMjvi1axky7HYzUmjo0FCfzF13MVrL66UP5a9/ZaKk+Z4rKymoVWvbzZsZLPDMMzx+3XWstXXnnfQNFBbyvPp6CmvA8Jv4fJzr8GFqPJs3U8OZNo0CUoX9Hj7MY8pJrtaiNIqCguh1uszwRKhMqwIRFFQ3RuWvaA1uN0nTTLcuV1cAACAASURBVEweT+iYVivJQJFMfX3ouEIY2fIOBzW1rVv5XJRWZLEw+bGpid9XVPBZnnoqr1Oh15MmwVlWgO8e3I1//H0YrBgFQMKLJHgaEtAvzYtdBx244EfJGNa3Dg5rAwakupFkaYKhoQAy+L59gweHKlMAWCAAPP+CBTvzU/Dkg26YRUJFXWKLmlqx+j/C0R0Nttrro9GIjLYIpVYIMVJ9CJLLbACXApjQmYmFEFYATwK4AMB4AFcLIcaHnXY9gEop5SgAfwbwQPDa8QDmB9dwPoCnguN1H6JFTMUb7SUu8/mPPWasccsWCsa33+aOfMQIRnG99RaF/9Kl9FOsWkXbvBJ2Viuv+fWv6fi1WKgZmEknO9tw2Dc0sC9KdjZLqS9dynyWgweBv/2Ngn7aNMOXorSGG28kedlsHLO8nMRTXs7xzj6bRJaQYLTmLSkxNA5l7gL4XlsbmSzCEWu5m5oaCu1wRAp8CCt10gIq7NncOsAMu50v1ZVSVRx2OAzHvDLTFRUZlQGGDOH8w4eTZL7/ff6+Tz8N5+03IKOvFUlWH5RxoT6QhMo6Gwr2eOF0CezMT8G6z/34eq8LA/o0wG5pgADQKBNRVJOMSWPc8NaH/vuzO9hTfv7SdAwPEtLQPnXon+GFKyHU7Gd26keDxy2xfpUb61e5W3RtVMUj441IlY81Ooa2COUmhJm2pJS1oBD/SSfnngZgn5TygJSyEcAbIFGZcSmAl4J/vwNgjqC37VIAb0gpG6SUeQD2BcfrPrTW5CqeaC9xmc9Xja/y8/lut7PmVb9+tK/n5PCcAQMotN1uCqkFC/i3Ii+Lhc71FStYsr6gwIgAAxgaPHEizWY2GwWhymQvK2NL3sOHjTpe/foxSU/5grxe4M9/ZjhsSgqvt9kMwqmro9P5wQcNP4dywKs1mjsbRspLiQaPJ9SU1l6o+TMyWGNM+alaI35lalMaVGIifS/K2X7bbTT3VVXxfsvKGNF15ZV85g4HX4Axht9P0p09m4EM557LZ/ncc81hy2MnO9AvvRF2i6oMINEYSMDQMdQklNDO7GfBpp0pyHAZ5wECFbU2eL2yOSFSQmDIKONaRUi7ClKwMz+lRU2ttvwfHrfEhKE1OOs8B846z4EJw2q7RbhrH0380BahuAFkR/j+DABfdHLuQQAOmT4fDn4X8RwppQ9ANYC+MV4LABBCLBFCbBFCbCkNL9TXGXTEKd4RxNqdMdL5M2dSOD31FEN5Z86k8/u660gOqjhlQYFRMt5ioUlMaUQ1NTRd3Xwza28tWcLxVH2wW27hvM89xwzuiROZfPn88+wrv307iaGykmGzo0fzupdeol9Awefj2srLuYbsbBLdmDEUnqqsi3rONltozxMzIoUTK9NYuDYgpaHlqLLxKkKsPaiqoiNfFdE0/yaR1mOx8Ly0NOA3v+EzczppqvrkE0bTBQJGCf/165nwecYZJK9p0/ibBQIkjvHjGe69bBmJNymJmsrnnxuh4QB8fommgOFsT4Af3/27pQAt2ONFTb3NlAAp0SQTUHBAmfL4O5h7zpu1iEhl6MP9H5HCjYur7JCwQMLSbcJd+2jiCCll1BeA/wVwaoTvpwL4oLVr23oBmAfgWdPnawA8HnbOTgCDTZ/3g4TyJIBFpu+fA3B5W3Pm5OTI4wqBgJS1tVL6/XwPBEKPPf20lNdcw/fwY+HnR/s+EJCypkbKp56Scv58Kf/0J475X/8lZW6ulFdcIeW0aVKef76UI0ZI+ec/8/yaGp73q1/xXY1rHr+yUsqJE6UcPVrK9HQply6VctEi45wnn5Ry0CAprValW0jpcPDciy7iWioqpPzRj6R0OnmezSZlaqqUp5wi5Z13SpmUZFwLSDlqlJRpaVJaLPwsBF82Gz8nJUmZmBg6p3rZ7TymPjudUg4bZlxrfpnPAzif3S7l4MHGd0Jwnrvu4rxCGGvMypIyJUXKU0+V8te/5j2p65KSpLzsMn5nsUiZkSHlvHn8febN4zN1OKTs14/PavJkPsuaGv5befpp/mbDhvGVmysHpKXJvhn9JTBAqXES8EsBvxzet1qWHvXLrWvd0l3H385dF5AjMqukw+qVAn4+Dmu9/Pi9WpkgmiQQkAmiSZYe9Tf/U3LXBULGkFJKAM0v8/elR/1yUFqNdFrr5YjMKll61C8/fq9W9k+pkcK0LvM17YF53lgQae0aBgBskTHI9VbzUIQQ30gpT4lybIeUcmJHiUwIMR3AfVLKucHP/wn++v/PdM6HwXM2CiESABQDyALwC/O55vNam/O4ykNRvpANG+jTWLQoNKJL5YAMHUrz1fLl3Kl2Zj5z7smaNRx3zhxmaJeV0ZFcUcE5Z8+mPf+bb0JzUxT8fvY6+cc/jJ4kDgdNMStXGjv0+fPpdE9Ppy9A5Vr06UMN5corWcfr1FP5DACWH3noodA8D4BzzJnD4APla0hMNFrzqlIuKoRYypZRXeFISTEKNgJGAzC/3wixBjhuSgq1HdVMq6mJ848Zwyg19b3qz2K18nOkNWRm8veYOpXzKNPf2LGMtlMl8884gxFvU6dSg5kyhXW++vdn9FdKCiAEhLknS7OsBQABh7UByXYf3F4r+qUb/VAAOuEXzfehtMbIAfG4JT58uxpz56U195yPdJ7TFZpYqGSNxy0xamAdimqSOb/Fi4xkH4pqOGd2shuvrhSYPsfVYZ+JzkOJL+JSHFIIsU/SId6uYzEuMAHAHgBzABwBsBnAAinlTtM5twCYKKVcJoSYD+BHUsorhRATALwG+k0GAvgEwGgppT98HjM6TShK6Lan1HxHYSaMjz+mE33WrNB+78uX07YO0LexbFl81qVMaa++Sse9KqeyaRNLmTgcNF+lpjKk9623DAGtSOmhh4D77zdMSg4Hy7qcdhoLFmZnc4yZM0kcu3cbFXkDAaN5lRAUrsOGkdj+8hfWKItUbt5iofDeu7dl3kekc9vja1Ho39+obKzGSE+nafCMM2g+HD2aBKLMd4o8VHkWn89o0BUJqopAnz48Jz2dJHboEJ/hvn1GeLRqd2yxkGySk0nw27bxeF4ePL5EuLauNU2g7pumLwsCCMACQAQ7NjZhYB9vMym0VtFXObSLKu3w+mkiMzfZiiTY169y46zzHEFzmkSm0406b2JzZr3d0oD1q/3t6twYDk0o8UWshNJWXOVmIcSNUsq/hA1+PYCtUa6JCVJKnxDiVgAfArACeF5KuVMIcT+oXr0PmrJeEULsA1ABRnYheN5bAL4F4ANwS1tk0mmYNYaOtOttLxkpX8jq1fx80kn8e+HC5l0nFi7kdyNHUvBfc03kjo/tnVsIzrFsGcdUfpviYuDSS+krqKuj/V/Vl7r7bkY3bdzIXfKOHRzj6FEGA/Tta/RC+dnPqOHceCNzYDZu5BwlJRS+4dWDKyq4C6+uZmfGqqqIy4bTaYQhdxVKSoy1BQJGEiTAMObx4/ls+venVqe6QZoLTaoGXZFIzWYjsaalMTJO9WRR57ndJBibjfOMH08NLi2N/hKXi4S0fHlzt8zdG7xwXFSLer8dRqJiAHZLI5LtPpR5HECzox3wBpJwtIpahypbr4R7OLkoh3a9n+2D7WHtg48cOdLiEXrrlWOfeOYZibvu8CK/nOKof7o3pP1wRxBpXo2uR1saSjaAvwNohEEgUwEkAvihlLK4y1cYR3RKQ4nWLjcWdJSMzJrCS8Fgt8WLW2oprY3bWSJUY6hyLYsW0UEcCFCwW600CWVnUxDOmcNQ1lNPpTN/2DA6kR97jKaqhx/m7nzwYODddxkZtm8f8KMfcVcPUNtRGfUA13vZZdyB/+EPhsNblS/p04ekozLg09Iih/iaYbdznrYislqDKuaoEigTE1kB2GKhpvWFKW4lvLx9Sgq1je++M47ZbHxWSUmMqmtspAY6ahTPGzOGz+rWW/lsXniBmpLPx3uurqbGWFLC8O8RIwBBDWPCsFoUVdrREOCaE4Qf//cuNaRzL3VCwgKBALJT3Kitt0VsrAXAKLkSocxKePvgaDBrKAIBrP2oHpNnOJurEbd1fSzQfVLii7j2QxFCfA+A8qXslFJ+2sn19Qg6RSidEcydISOA/oClSykgCgpa9kBpTfuIZe5IY4T7VDZsYJjx5s0UWLt3M0x27Vqeqwo9ulysVPzKK0ymfOMN7savuIIhyuvWccedlkYTkRAkKNWsSzWj8niM7ocuF0lDCKO/ispGt9uNUGIgshmrb1+OVx8lYmjIEMPU1h6oisTKB5KQwL4wb71FDa2t/1tCcG0qEVFpZ4MH09R1++0878sv+S4ln5mUfLYjRtC8p4imTx+jD/3YsTQnLl3Kxo5DalBQmQJqIvSbrPvcj7GTGZ5bXGlHn+RGbPzKgbIjDaivl5h7oTWkTzyA5sZbZtPYpp0pKNjjbSG8owl1FR5cXGVH/3Qvdha0nqzYXnKIR796jVDEq5aXXQjxMwCXg1rK08crmXQanQkT7mzOSnIy/Scq/8N8fVvlV9qaOxAAHn2UO2KVOKnIMzw5cutWhgVv3250FZwzh+erviI+H4VcfT3DWFXy3UMPcZfd0MDdeb9+NAspB7oK001MpMlMhdACJLbiYu7U+/Zlwl5WFu+loYE+FlVKBQgNTkhNBf75z9YrEx86FLlWV6RnmZJihCAr05X62+Wi8N+7tyWZJCaGXgsYpJ2bS21r/nzec14etb833uB5Xq/h0BeC3zc2sgRLbi61w5tuYjj45Ml8lipvqa4Ou9eXo6TaDgT9JOb8E6dLYPO3ychwNaC81oazp9Zh7GQHJs9wtgilVeG1Ko/FG0hCcSV7uYcnHbaWLOh0CewsSMX61f6YyKS9SYc6r6Tn0JbJ600ATQDWghntB6WUP+umtcUdPRrl1VmHfmeuj3RtIED/xptvcrc7ahSF/NNP8/wlS4xujFOnkkxmzGCnxnPOoZBLSuLnRx7hzripiYJ+yBAGEkjJZLuDBw2yUXXDGhro/1FkpNaUlEStSrUNltLwNQwcyNwZlXGvIs4aG42sefO/Z0USF15Ic5oyqXUEqgHX9OkU1PX1RqfFpCRqZ4MGGRUAVGInwECEnTtJGiqRUzXguvBCEs3u3bwHlW/j8fD5l5YaZq3Zs2kSO3jQ6Hvy97+zEdpXX3HO73+f5q5Ro/jspYRn9WZM+OD3OOjpB6Wh2C0NePYxD364OB3bN3hCTFCr3vMgo48FmYOSsPafNTjrwlSUHSGpeNwSE0e5UVxLLdcKP4qPWpDZL3RvarQRroDD6sXf35GYe9lItBfh7YiVs781eNwS44Z8h9KaRGSlNmLXoZO1htJJxMspP16FBgshngPwZTwW1yuhNImeuD782kCAvpCNGymAnU4KyfPPp9BbsYK77D176Pi/9VYKMKXdXHcd7fdScrecmmp0Ihw5koTjcnEcm43ju93cNefl0dy1dq3RsGrcOI53ww3sR6/CjAcP5jlHj3JdqrdJcTH/lpJElpVF4a7MT3370jSmKhCXlxuNrcJ9GeHPKdqxQMBwtDscNMep3i0OB59vcjLvZWNY9PrXX5OQamtJPqq0yowZJHOAwQ6qvH9WltEy+JtvjEKaW7bw+Y4ebdzbpZeSXFUF4lWrOFduLise3HwznBUlKKsfBEdCIup9CQBq4A0k4vrbgF/dW4tnnzfIQAL48TVAlduCxoCETTjQdJtEosWC/hk1ePm1BFR7VEViwCb8KNjTiMx+oUKe2kwNDpQNQr0fOP+HHYu2UuMcrUKIs781OF0CBZXjAAAFlYDTpaO8ugttpQM3l2uVzFTXONahHPnR/vNKSaH+xRfc8dfWUtjPmEFhV1JCR3BhIXfNr73GUF2l3QjByK/Ro0lAqgR9SgpNgS++yPeSEvpG+vYlCaSkcIzrriNZqGZVymTUrx8rE48aZWTGl5dz1z92LOcdOhR4773QHBOVYe9y8d769ycRpaUZZrONG7kGVdokM7Nllr3FwnlbK8NSXEzzncp/8Xh4X3Y7/UuDBlF7KC83NEGVea8+NzSQjJKTGdp75pkszX/wIMf1+0m8gwfTD6PMaopU0tNpOqyv5yZg/36S2rffAj/8IQlHaZQqcGLdOtTJAOp9XgB1UGTQIJOQX56MqmqJ/qluJIkGZDrrUeW2weO3wyetqA/w3eOn+QigYBcIQCCA/hneiJnlqqBjZ9FVhSF1MciuQVsaymlCCFVbQQBwBD8LMAO18/9iNGJHW2avtgIHlL9k40ajodO553I3u20bnbgul1G4UEoKzTVrjMRKwPDpbNhAu/+8eRSsynexfDnJpKHBKDuflkbB+M031Hy8XqMQZGUlo7wWLyZhXHopSaOkxIjgmjOH9cD27CGJhJu3AJ7b0GCUPqmvJ7mqFsAqFyYvj9cnJBgO9UCA56vIsXBYLCTgmhojFBgwetzv3EnHvkqcVDk0qpjm3r3GNUJwDXY7zWE7dnDs/HwSdF0dnezKrJaUZDjw167l38XFnDslhednZvJvFeAwYAA1PqWxmGC3NMIbjPaSELjqx04kWnzwIQFuL9AkrXBaG9AYsMImfGiSCUi0+JCd3oDJM1KxMx+miKzoQt7pEhgwYEDEY+1BpDIunUGo075GO+3jiFY1FCmlVUqZGnylSCkTTH9rMulOmB3l0aoOt1ZIUko62H/3O+aOHDpEk8gzzwA//Sl9J0uXUij95CfUQPr14y7/rLMMc5citRtuACZMoAZz+eUMbS4uJhFs2MA6UjYbTUANDRR+qiLu3r1G3azRozm2220Iy/JykokQ3I2rUu9DhnB9qs+6GTYb56iv57WqWZWZKG67jYSQmGhkrIc/YzNZKKi8nIULWxK50h4OHiQpqFpeAP0dQnBO83Xqt/P7SUKjRxvEEQiQ3CdMMEKfGxp4/OBBg1yUaeyMM5iLcuGFJA/VwbKwkBuHoBZXc8opqDl8GMVF1fj4/5rQP7kOKifFDwvqA0nwS77bhA//eXst9u8XWLc6gKJiC9Z+bmgITpfAzHNdmHlu25nshYWFza9jBdpp33XQPeW7Cm2ZntqLWKoOtxbR5XYz091m499NTSSTc8+lr8Ns0lq2DPj0UxLN6NHG/dTW8pr/396Zh1dZ3nn/e5/sK5CNgJIACQgqiiSKBAmUpU77FrXTdkYBKyM14ijaq7XqVTuVztvOKHbTirLouLC24lWn9HWwgEVUEJSgoyCyEyAxJBDIcrLnfv/4njvPk5OT5JzkLFl+n+s6V87ynOe+7+fA/Xt++333WcLozBmu86mn6LC++25uckeOUDvZudO66y4vZ+FDUxlYKZq4yso4p5tu4lipqYxcSkjgpnzhArWor3+dG6op4zLIamvbmgti5pmd3balsenIeOkSzUCNjZ7L2zc3t++jEhZGh/iCBZ5/T6UoeMeModYxaJBVKdlk1QM8r5mzqSAwaBBNiIsXW8Kpro4mNNPzHrBMXibps7GR1/m11xhNV1TE1ybaLjwcuP56Xq/hw5Fw991IGDYMQ9MTMXVOHD47FodhidWIUvUIV82IcdQjTLUgxlGPRh2BXz2TiOnX1yBjbLTHkOC+jBSDDBwiUAKBN9qEr3gTetxZaHNcHM1UGRk0h4SHc7OpreWmbxdQxlSzfz/NNTt3soJtQQETLIcOpXDKzubGZgRGWBiwZQvvlE1v86goCpLmZs4hM5N+jpgYmmmio+lXyc3lnfgjj1jmqqoqntfcbTc2UrD84AestjtrlqWpREZyzqa0iamhZais5Bo8CWJ3AeJeW8vh4DX41reoPdlDfwGaAE0f+5QU/r3qKl678HDLNxMb277cSmmp5Zg3AsnhAJ57rv1cTT2ypiau8/Bh6zdfvpzzSE+nn+WWWxjo8MknvAEoLOSNg9Zw1mh8+WktwsOooaQlOjE4vgGRqhFx0U1o1gp1LZE4dT4e14yp6Xd9QoLRsKs3EAo/kQiUQBCI5lve5sF0lJdivv/mm4w6evxxmpCMP8RdQBkBtm0b17BsGQVDSwsT986fp53/pz9l+O/MmTQ1jRjBTSwjw2qEFR/PTbC0lPN4+GFGgj30EMfeuZPmnI0baTY6f54mnMpK+hpKSuj7+PBDCqbNmznHnBxLyzAZ88bHdPBg+3pfWnuu8ZWV1db85S4wGhqo1ZSUWCXlBw3ixj1+PNeXksJrZXw4587x9//GN3hcVhaPS0y0fg+Aa42Kom/p+9/n5/X1XJcJPnDHaFynT7NNgNGG16yx+smcOMGgiR/+EFi9Gs5z1Sj88ymUn6jChJGVmHVzOE5XJKBeR6L4UjwqqqNQ2xKNqtqINq1YK1ydF/ubaSiQDbt6A6FqGuZVpnx/IWh5KP4od9LZubuTj+I+p4ICS9C5CyCzQVVVMVv74EFqCU1NFByffsoopOJinm/YMG6iv/kNPzt8mMJHa/pSjh/nptrYyE3wG9+geWz/fiYx7t3LrO/t23neiAiOvWWL5Ti/4gre6be0cNP97DPe8ZeWcs5DhnAeJ05YPhO7P8NgzGV1dZa/JCKC5qXycr5OTrZyPwymyrDLhITRoynwdu2yEiojIzm2Mb8pxWONqW3QIKtcjcmxMePfeivw29/ytzE5NaagpDuRkfz9J0+mIMvJoca4axevyblz1CIdDqC6Gs6sCZiw4w8oRRoGxzejwhXFZa/rNTzRiYs14WhoCUeT5n3m5UOqEe5Am/Irvm7Am43wBzB37lyfvtsTBnpxyO7k73SGX0uv9BeCmtgYiMrEwSj/ojV9I6Z22MiRdIwXFXHzT0/nZlxYyA1tzRorR8WEJC9dys393Xe52WrNDe7dd61qvddeS5NUcTFt/fv2cSM2ocTGOV1eTmFhNnQToWXGM10mlaK5aPBgjvH1r1PAGaEQHU2z2okT/F5ZmbXxA5yvEUB1dRzLFH0E2P64stKqKjx5MrWDkhKrz31WFgWm/XthYZZGAfAYp5Pjm2g0kwyamkrfFcDjx45lBJxJGgUofL72Nb43Zgzn8vHHfP3RRxTI48ZRiAPA6NEoPJ+JnK1PtU5peGIVKqrDUdvCMOBw1YxjxxTee6sSBQ/FwNkcjWhHPbZtacJ1ebGdVhruqiRKqDb2gS5Q/F1+xi+lV4Qe0FVJlO7gqynNHhjgbfmXmhqaoJxOfvfYMfpKZs7kRj11Kk1TH3xAYbJ6teUrWrmSwqS5mRFfd9zBO/nUVIbVjh7NjTIlhdrJyy/z9QMP0KlvTEWbN9O8lZLCc5tikcePc/N2OLjBGoFoEhJNRFdGBjf2tDR+HhXF50OH8m6+oqKtMDG+BxMynJLCv6Ytb2IiBUNtLQXKli2semyc7qY8/+23syq03WRmhCNg9YSvq6MJLzycgmzECJr8du+2ItOMkLruOl6/5GSas5KSKODnz7e6bubkMAAiN5e/1YoVNL9t2wasXYtxsy9v8xOHh7fguadrEeOoB6AQ6WhC+dl6fHvhYKQPobN6eFJda08Ug90mb+pxTZ0ehqsygu9fkTySzgmVn6irPBShN2GEgtFQOqsJ5kmbufdeRiq5a012bco470+c4GYYFkZzU1ER/ShDh/K76ekUOLt2cQN/5x1ugtnZFEJPPcVjATqd4+K4Gc+bx4TJujpLy6iupka0Zw+jxlpauOmnp1uO/ePHOZeaGv41LYBratq23TUlXa691tIaiotpbmpooKCx52WEhTHSLSqKd/njxzOqzAQGJCZa4ct2h3pLC49LSeH7JhFx+nQeC1gCx1Bby3mbZmLp6RSY3/42fyPTA8Y8iop4LpNHYxz+yck8l2nyFRHB9774gudcv56/tdMJOJ2I/bxtgYvzlZG4YkIzhiXV46sKYEh8IzLG8t/Sa+vDATTjujz36sJVgNauBlqVWPVSGE5dSICGA6cuRGD/LiemzvGxRl03kTwS7/B3/o43iEDp7bibzjoSCu64azMmMdFTpWF3wbN4sRUiu369VWk4La195FhentXka9QoRngpRef/4sX0wTQ08K553Djg7bf5eXU177xvuIGhxlu2WHfnAI+54w5qQ0ePWrXAAPoJGhq44UZH8849K4umH9M/ZPduagRhYfRjfPkltZ/KSn5uQqSnTbMiw664gsdVVnKzbmxsWwbf3r/EaESRkRRGJj+kvJwRXgcPev59KispCFNSqLGZKMBp06iZxcZawqKqyqr/NWoUsGkT8POf04H/i1/QpDdyJD/PywP+8hcr4bShwaq/NmUKapoiMeEvv0Jp/aDWBMU9BzQmjq3BhaoIXJNdg8gIjfJK4y9pm6/RclFBa9MrBTh1tGsHvbv24KzRftn42+aR8LX7xjkQzVy9ATF59WY8hR97a0rzxcTlbkYziXyJiXTeT5rEzdoVdtqKafI1ahSjtgCab2bP5rnsUV1LlnCzLSqiIJk8mWG4H3zAxlCmHAvAjfuKK6g5nDpl9R0xpKdb+RwVFbw7v/xyOvvT0ykcmpq4MTc1UUMxCYamhL3xXQwfzvFOnKDPxoQa201iZq328vbh4ZY5DKCQCAtjVeW//Y3XJCqqfUgywGvQ2EiNrLaWZsP8fK4X4HpN1Fl9PX+TM2doThw/3romlZXUuA4coPkxNZVrvfpqmgwzMlpvJmJX/R6ffZXaxgRSdLgOFdURqG2JRklVPIouxLeJ6HLP10gfXNf6/JYFg5CZXI2YsHpkJle3M48BaBcVZl731FwleSS9FxEovZmehB97G2YcG0uBcfKkZ8HjdHKjHTnS8xzi42nmKSri31mzuOE1N7OL4zPPUBu5+25usrm51AJM86iaGp7DVC+OjOQmnZ0N/Od/tnVoA9RIysq4mTqdfH32LAXQjBm86x882CoU2dBAf4X7eQCOaRpZzZ5NbeCLL/j9zEweY/JLzAZvzGXGHFhVxfN+9BE1k6YmCv+SEs7PHilmhOCQIYz2io2lkI2KYtVnU2rGlL8BOK7RljZvpuZnWgQDK56nQQAAIABJREFUNNMZ09ro0RQmb7xBgbJtG39Tl2YaG+9oEyo77roYDIlvhIn20gCiVEPrJm23wx84lYADRZZNPiXNgQOnEvD+jmYcOJXgUfNw3+hbqxX3MJw1WP4B8dP4jkR59WYCGX7sfv6cHGoRbnWfvO4KacxyADWTn/zEijwaOZImKVPS/R//kf6GCxcoXB54gJv7pk3cVJOTuWnOmQP8z/9Y/pzaWm72FRUUOhUV1ADCwnh3bqK73nqL3zHmKIeDGswnn3Acs1mHh1sVg02Pd+NrMeuKiaFANI5vUxLG+F7KyqxmYFpbJrLhw+lLsv//iozktSgvtzSoUaOsHjEmT8ZUMjYRaeZ6R0Zagu7SJTYyW7/eajb205/S1HbwINc4bhz9V+npcDrRqnUA1nOWo3fiqyr+dmGqBcePARmj3HJxuol7tJW/w1kDhTTpaotEefUHetLUyxuMBpSRwTtad+3DCIqCAmsOQMclZczxaWnURL74wir1sns3/QQjRtC3ctNNFBxLltDPMniwVYwyPZ3n+/JL+nJGjaJQiIuzsuBNfSyluCFXVFCQffEFN3t7J8VLlxgIMGQIX5s+KeY8dXXUNBITucmbMOe0NCskeu/etr1ZYmL4/rx53Li1ZmRbXZ0VrZaQ0PY3i4y0KiOPGMEIr3HjOO7Zs5ZWozVfDxnCeVx1FR9z51ol7iMi6Eu55hrOc+5cCpTp03mM6S3/yCNwPr0cV2WcxbQZNRg/4iyuyqxq1RBi4xR+tdSY9xSatQPvvVWJQOCs0ait1UhNDLy5at++fa2P7iD1vrqHOOV7Cx3lrfS0j0pnxMUxwdDknKxb13m/eqD9e6Yd7ccfW2agqVPp97l0iWaa8nKec9MmbpDr19P3Mn8+11ZVRb9DYyM3+0OHmJtiypb84AcMMXY42Fv+T3+iox6w+s7X1HCTbWigyW3MGKsPSXU1N+ekJAqZujqa1EyPFK051vDhVmTYnj1WcmNUFI+5eJFrNKHLkyZRIP7zP1sVko2gS0zk+g4cYK2tn//cKpWilFWS//BhPoYPt3w/pqKxMXcBVmXmzExez8REfrZ9uxUxFxZmBVRUVlJQ19Tg0O+34OSFJQDYHyQmrA61zVGtDu1bFgxC+MPNaNJhCFfNuPl7thppfsSKGGvG2281d1qpuKfk5lo308HqwyKIhtI7CETtL29QipvP6NGWI91oKZ78N+7vVVezgvGzz1I7MD1W3n+fm+krr9B/MXkyBQFAAWZ6pqxbx7v9e+9lpeHiYpqm7ruPgiU7m5rNnXcyLHnbNuD++60+KEaY2DGViY8c4TlMjbGKCm7cFy9S6GRltQ0DTksD/vpXbtC//CVNXBkZ1KIiIihUTIdGpTjPzz9nza3UVGoqJlcnI4Njbt1K094vf0kfT2wsBVtaGp3/e/dSaEVHU6O59lrLl6SUVRyysdEq7pmRwefl5RSIr7zCkv8PPMB/OwDH+eEPGezw3nsYN77tpu3u0E5Jc6DkKwde+s1FbHmzLmCbvLnjL7sUiZgYjtFbfRQDpd6XvxGB0hsIRO0vb+moX72nKDH397TmJjd2LP0FOTkUChMmMGR1+HD6LZxOhrRqzfa9585RiO3axWCAvXspCBISKGQefpjnMoEC8fFWv5WEBPpgjBYAUFsYMoS1q0pLeWc+Y4bVX11rmpjq6/moq+O87f3ghwzhOPfdR99EURHPP2IEBf2YMdSuwsO5qR89ynk/8wzDmz/6iMLx0iVen5YWCtPGRh574gQLX+bn04+ycaMVjDBmDPBv/0Zn+syZfH/iRPpzEhJoJjt3jqHG5eVcW0QEzYp79jAR1S7kf/1r+p4GDwaioxFbdgrxjjDERkQjPj4eB04ltNsoY+MUfvWfDtz6nXC/1X5yP0fqIEuQZYyNDlqtqe6eu7/X+woEYvLqDfiSsAj4t6xLZ7kt8+bRlGOSGQHr2NhY3hEbx/GSJXyYOlqffkqNJSmJd/IjR9IElZLCTf34cdr7MzMpPEzOxMiRvOvft4+C6Z572psAf/xjYMMGnjctjRrQ889bSYixsdRsTLn+xMT2+SS5udSkjO+koICCb88eCsLiYgo/k2E/eDATJmtquFk3N1MLGjOG5r7bbmN/9/BwKwJr0iT+pnFxfP9f/5Vj/OQn1Fj27qVwmjePQnDVKmo2993Ha/zwwxQeL7/M6wbQdPazn1FwHDzIApvR0VxLfj5/izfe4HnOnKGwv3gRVV+fw3O88ALgIeHt0P5afFURBWdzNL6q8Jzb4Svufoe1G8IRE9OCcdclepVL4i8mjJTkx2AhAqU34EvCoi+RX94KHnc/jXs9r4ULrXHMsdXV3LRnz6Z2smiRVW8LYMOtEyeAJ57gZv7FF9zoAZpyfvtbbtSrVtGEVVBAQfHcczShxcRwjZGR3DQBay11dQyPTUqiYJoxg/6Zffvov5k/n2ajG2/ke0OHcg4tLZy3aQW8ZAk1i5tusppnTZ5MQZiYSN+NUiyvv3gxTW9nz1KgGM6d4zUoK6Pf5513rACDQ4c4N60ZTm3yh6ZMAV580epTv38/Nav/+i9Le/rkEwq+M2c4l8hIaiePPEJ/U1QUx9y1i0LTZNcDVlTbxYv0pSQmMsDh5ps7vFnJGBuNhpYWABoNLeFIuUyh8H1nt/ugGAe8nevy2oYsB8tHYZzqvTGarL8hJq/egrcJi96ax3ril7HX8zLP3ccxWpXJP3EPHHA4aNayR3OlpnKD1Jp3/k4n1zBqFJ3X5eUUAGPG8LzZ2XxdXW2tZcUKbpJTpnBOpi3us8/y++++y/Pn5dHU5HDwWoWFtQ2/3bwZePJJ+hl+9StGS82cSa3iyiupfRw4wL+rV3MOcXH0sZhWx1FRnOMzz/DOf8MGFm5sbKTP5uJFmr9MLsvKlfQBbd9O7aKyktf2yiv53ZMnuYbqamou4eHA735HjWbsWK714kUKnUuXqCVddhk1ncxMCniAQQLjxlGoXHUV4HTCOe8HKLxuUZueYvY8i6LDdYh0NAFQCFctuPFaZ7fNUSbk9uZvtg09tgumYPooJPkxeIhA6Wv0JAPelzHy87lhmuf2cezhxMuX8+7eU4dKe9jzLbdwk50wgdpCWZm1lmPH+Dc1laao1FT6Q9LSqHEAVnjzsmV8b8cOmseSk+n8joqiZnHoELPGTdb5+PE0vw0ZQlOWuZs3nRnt/UsOHqRw+eADjm0SBk3fkepqjnHDDbzrHz+ewu/RR4GXXqKANAUf4+O50R8/TiGwcycf6enA3//Oc5vujBs2MHItJ4frmDGDIcR5eTzehFmXlVltfWNj+VlpKbWq4mIK2fXrqfFMm8ZilcnJcF47BRN+/X3kzwzHhMzK1uKOdh9GxthopA1ugEIL6lvCUVIV1+2Q2f27nCi+EI2apuhOjwuWj0LMXcFDTF59DW/NYyYD3piBuvLLeCIri5tVQYE1jrvJTWs+Nxu0PcS4pobzWLeOm3RyMjfAG2+0KgEbU01LCzWBjz+mUFmyxMrJMBrHO+/Q53HFFVzXv/wLN/rLLqPjur6ef5cto9aSmkoBEx/PO3aAmsiBA1bOiHF8m+ZhNTVWaPGVV3K88eM53t13871Nm3hsWRk1lAsXqCEB3Mj37KHAiI3l2Lt3syxMXh6FTEICPzeFLsvKKOwGD2Z01gMPcD6mdlpNDb9nmm81NFCrW7SIZri4OOta3X8/Be/GjRS4kybh0LYLKKmvRy0qUFJRh0P7WcrG7sMoOlyHtRvCMPsfGlHXEgWFFkQ56tuZo7oqWe+s0VhwRzPqW2IAtNdsvCl5729EmAQPESh9ka5yU7Smb6KwkJuzXSB0dLzd12ISEceM4d2u02mNZ9d8du60Iqhefx343vf42fz59KHs3Mm7+f37ubkBrEdlEhWNHyY7mwJAKQqxwkKOuXYtw2JbWig8Vq/m3frevRRKjz5KR/iXX7Z3vl+4wPMOH851nD5Nv81DD1G7y8igcPiP/6DgeeEFalvFxVaZlexsq3R+Xh7ns2GDVQ+sooIC54MPeD327aMwe/99jrtxI8cdMcIqvd/cTJ9OUhIFiekPv2ABBURcHH+7XbuocZgbB1MBOi6OJq1Fi9omTsbF8XpOmcJraeb/2WcYF9eCWmQDAGpbgHHXsVKAJx/G8KRKlF7USB3UgLUbwtrkinhT5ffQ/lqUXYqEhgPuAkWqBPd/RKD0R+yb/r59bQWCO56c/J1Fndk/mzaNm+vGjfxs50468LWmQ9/p5EZ6xx0UElOntq1YbD9Xfj7fN2MC9IecOcPzvPwy78bXraN5Ki2NWsapU9zw7U2+kpPpP5k5k87tV16hk3/1astJf/o0NZ2f/9zKfk9NpYAwpqvMTJaPefppahszZ1LjMbS0MNjg8sv5ndxcnjs/n3XIysoswWGeHzlCwXv6NFv+7tlDLfDBBy0hu2sXz7l6Na/BjBmWVmqum90Z4v4bvvACNbfCQiAnB7Fu2eJmE//sZKJLW0j08F77+lzeRGYZZ/tXFXB1f/Tt+0LfJiQCRSmVBOCPAEYCOAngn7TWFR6OuwvAz1wvf6m1ftX1/g4AwwAY4+7Xtdbn3L8/YPElDLmjMvcdmdWMyc1oIR99xA3tjjsoPG691TrW1KG6+27eUa9dS5OMPTrNPg7Q9vnkyXRgx8ZaTascDvoOtKYgq66miSoxkXkndXUUJhMnUpgcPUoTUUUFtYdx46i9zJ5NYVVTw81+4UL6RyIi6ANJSWEhxtxcCiODqXVmsvhjYykc5syhqcrh4DV4/HFqOufPUxNKTaWmFhdnCV7Ts8R+jePiqH099RQFphFuCxZY9b7cbwCqqyl4Roygb6m2lmPl5nJOq1dj2BtvWL4XdGx66qyHhjeRWcbZfmh/LTLGOjD+ynSERygWBwhiZNewYcMCdm6hY0LllH8MwHat9RgA212v2+ASOk8AmAzgBgBPKKWG2A6Zr7We6HqIMLHjSw2wjpz8nUWdmfDh3btpogoLs0w6jz5Kx/Bdd9EBv3ChZZrZvZubtT1IwD6O+/OHHuLGnJ/P89i1rJoaCrOkJG7s8fHcgCsreWxkJOfW0mL1b6+tpQ9n4kRqV6YrYnw8I6yGDqVpLTmZPoyICPptZs+mZrRwIQVNTAzXMWsWz52XR2e68WMAXLPxKzkcFGxxcRTEmZn863C0v8ZKMafFVAE4coTPTStlT9UK1qzhtX3+ef7dsIEmvX37uOZ770XxuXMorqhAcXFxtyv+ehuZZYRSSpoDZeUlKCkpRnFxcVAju4qLi1sfQvAIlUC5FYAryQGvArjNwzE3A9iqtb7g0l62AviHIM2v7+MuEDxFYZnjOhM+5nsmh8N83x42vHAh/RNat+nBgVWrrHPGxHBze/11ahSxse3HsM+tpYWmrQceYOisux8oLo5CITqawiM8nJWGtWYJlT17WKpl0SJGjIWHc5M3mekffURfxNVXM4HwmWcoBM+csfI3jh3jXJ1O+iW+8x1GW91/P813L77I4IELF+jfWLOG2sOjj1qte6dO5fluu42a1datvGbr1nGMqqr2v4lphKY1/xYVcR0rVvC62W8AAM4tPt4SjlpbkXPm3LZ/Cz0pfBgbpzDuuhgc2l/b7dLzkn3efwmVD2Wo1roEALTWJUqpNA/HXAbgtO31Gdd7hpeVUs0A3gDNYR7/dSulCgAUAEBGRoY/5t736CoZ0pOT32zya9d6juKym6vsWfMnTljahF2Ymez37GzemRu/jqe5ac3zfvghtYVx47gxm2x2YyK6805uppdfTjOS8W/U1/Pcw4fzmMWL6QcpLOT3duzg5pufz7HXrwcee4zj//a3DHG+eJEaSl0dr8O0adRgpk/nXKdPtzSv8+c5x507+dpUN540yepnf+ECzYIffkjT1MsvM9TYJE7eead1zRISKJRefJHrOX+egu30aV4XdzNhfj41xKQkfvf736cAe/PN9iZGdM/0ZExkGWOjMfmqKnGsCx4JmIailNqmlPrcw+PWrr/NU3h4zwiN+VrrCQCmuR53dnQSrfUqrXWu1jo31RTb6610pEX0FF9yUrTmXfOKFdyEXn2V5p09e9qaq+yRYU6nlTU/apSVdW4ff98+OsGPHGG+RWws12qc0Pa5nTvH8dLS6PROTmYk1bPPUqiYRE3T3Ku0lEmUxpFuzl1cTE3AmOJeeol+mXPnmJeye7eVXJmRQT9EXBxNZfamVZMncwN3ONpqc06nlYj55Zc8bvJkPs/O5vgtLdRqli+3+s1s2kTzXEkJr8eyZczKf+YZHq8Uy6/s2EEHfk0NhYpBKc7T/I6LF1Mb+/RTZtGbLpmvvWZpjLbf3FfTk91ENnFsDb6q8KzdSEMqIWACRWs9W2t9tYfHfwMoVUoNAwDXX08+kDMARtheXw6g2HXus66/VQDWgz6Wvk0gKw57mwxp5mAEyahRfL+oiBulSbYzGomZqzHDdJQ1b8rkV1TQBxEVxe8VFFADmjKl7dzS0hhufPQoj929m3f7Gzaweu8rr1DomeTKZcus7okffwx885v8/pw5/K5pawywM2JTE4+bNIljTZnCDfnECWoOANeekkINxcyrqsrKmDc1w5qbaV4yuTMLF9J39OWXdPZfcQW1EoCvHQ4KidRUnts08LpwgW0A/vAHK5jB4WCy5fXX06x3++1ttTpz/QGrZbPDwTWPGsW5HT0K5OXh8NmzOHz4MA4fPgzAN9OT3URWUR2BIfGN7fqZdOSX2bx5c+vDEAzB42lcIfCEpGOjUuppAOe11k8qpR4DkKS1fsTtmCQA+wBMcr1VCCAHQCWAwVrrcqVUBIANALZprVd0NW6v7thYXc0NIjOTm+vzz/u3D4o3db3MHDIyuMGOGkUBMX++pYmYO2P3uZr3Ozp/VRUF1ejR3ICPHrX6ePztb1YDLdOLpaSETvmxY7nR//rXrDLsdHITNqHIeXkUKr//PbPcIyM5/9tvZ6STyeUw9cfmzOHfmBhGkCUmtp1bURH9H3/8I+d9++0UFKtXU5AB9LUsXszz3HMPxysuplBZt47znTiR583KornMhEQ3NVH45eVx/R98wHMWFtJslpxM89zQoXx/5Uoek5PTNrS4o38r7nXYbr8dePBBKBMlB9/7g7h3L9xzIAFFh+vaRIh11InRvWNjsDohuo8r9Ize3rHxSQBzlFJHAMxxvYZSKlcp9SIAaK0vAPi/AD5yPf7d9V4UgLeVUv8L4BMAZwGsDv4S/Iy3WoQ73prJvKkV5u5oX7nSaoJlNnyT/e4+167Oby+TP3myVd/KfW7m7vvRR+nDOH2a30tP50Z+5ZXAt79NU5O7Ca+ujr6P0lKGKi9fznPefz/PGRfHdV1zDT8347mX8H/oITrPt27l89paq56Z08nn1dUUHidP8nVODs10tbWc97Fj3MxXrqRAM2a98HAKjHvvZUBBRATzWx58kD6Q+nrW7jKax733Mq/koYeskOXO/q2497jZu7edidNX7cDdRJaS5min3dAv03UnRumE2L+RnvK9CV/L0gei57yZQ2yslbFttAD31+45FL6ce+VKbsT5+bzbN+eoquK5s7K4Ydrv1quqmLC3b1/bIIH58/kdk4ORnc16WUpZGtfx4xzTaCpr19I0ZC8VY0J13QWjuc52DWX+fM579Giee8UKCphlyzjPGTOo5YSF0S/yhz9YJfpN7ohdK3ruOQqOlSupqaSktNdS7dfPCAlPQtzDfMf+7nfQGjh1vAWRjs8Doh14ym2ZO3du6+ebN28WDaWP4q2GIpnyvQlf2/12lJTojzm4O8tvu63rsboSiPb1mVa17t9ft44b9NGjjH6ym3527uRnN91kmcFMAlt+Ph3cALUPM05enrWxrlnDMc11Gz6c5iQTMbVunWfhbE/mBHjsypWcy/Hjlm9jwQI69jMyaLIz2furVtFnk5NDwQdQoB07xjkbbenzzylMDh3i9TH+FaOBGPOXp7pp7td5/nzOJSsL2L0bhwsLUfiJo9UsFYhMdU9Jke4+DHvioz1DX+gfSLXhvkx3zWTdOXdaWudjdSeoYN06yxxlT9oziYUNDTzOvD96NKOjXngBePtt9k8x4yjFaKsFCyyNRyk2rxoxgmal115jMuJttzF6bNMmbs7mjr+zSDgTzpuQYEW1zZrF73/4IYVGXBw1k6++sgpymvOOHGnVKDPvJSVxnfX1PHbqVL6Xk8NmZHfeyWivZ5+l1mOEoHvEnSdMBJytE6e3ZilDoJznkovSfxENpS/jS2Muf5y7s7F81Zbcjzd3/5Mm0TxkKvwaM5QpejhkiJUj8uGH9JcYh3dWluUzsJu2Tp+mrwOwCjtWV9MXc/68ZbqbMsUyw3UmnI2w3bmTJq3sbGvN7tfIXgZnyhQKwLg4Cg2zTiNoCgoYNLB0KQXHpk1c07PP0myWl0cNxR5x19E8PfxesXGe63d5Qgo5Ct1BBEpfx1czWU/O3dlYvrYxtm/K06ZZPo0bb2RUlfE3mKrF+fn0U6xZQ1NXdTWPffNNK/Fy61bOce1ajvHeezRJzZpF89KNN7L+l9YM7T1/vn25GfPo6rrY65kZX4w9OKGjY++9l2tZsoSfmXUan5UxaRUXU+h8/DHNYIWF9KmYRFJv/FdmLiZwIy6u01pddqSQo9AdxCkv+A9fggpMeKu9xL0JgzXRWS0tLKfidHIT3bqVG6TJQYmLY2mWzEz6XBobufkeP87zZ2W1DX8uKLBMRPbEwPh4z6HQ3ghqb9dcVUXtwxxr1mJe28c/eZLBCKmpljN/6tTuBV24TJH7Nm9mdNt3voOc3C59q35zni9dutTj80AjTnn/Ik55Ifj4oi2ZnivZ2VbfFnO3biKXqqp4rHsXyMREPkzjLVMKRWueMz/fer5woRX6bPwg5px2J3xBQdcalifh4auG2FHJG7uGN3UqgxFMgUxfIv/c51taCnzwAXLfegt46y3gySdbN9jOml35y3n+i1/8ovV5MAWKEBpEQxE6x9dQZl/Oaw959hSGbI4xJq+Oilea+QHtn3dkHvKUHNhZcmZPQ7TtGpm9/0lHa/FH+LeZb1MT1IYNto+6l2DYnW6LodIUREPxL6KhCD0nEHkuBk9Ofvc7fW+CDty/Z88YN50rPc3fk8+noyKZpnZZT0K0zVrq66mJ2Ssxd7SWnmAPejh1CpMmTGAggwtffSR9zUk/adKkrg8S/I4IFKFjApHnYsebDbQ7m6wRhO++y3yV2bPbz98bYeUuUKdMaeuA9xWnk+a9kSPbz8ffmqCbwNz36qttzutrxeG+5qTf59alUggOIlCEjvE1citYdLX5GkGYlUWBcvy451BgD1FQbcxtpaVtBery5cwNMedx/05XdHQ9A6EJdiEwffWRBLPbotB3ER+K0DmB8qF0d3xvNl/7MfbikN5oISbz3J6VHhZmFWdUyqrj1R0B4Ol6+loYNES/SV/yoQj+pbcXhxT6Ct4UlfQG9yKW3hS19JR9701vF3N3/vzzzJo3jbA84el89ux2h4M5K4WF9Hu88AJLwrz8ssdeI13i6Xr6UvEgkG0OukAy3IWuEJOXEHg8RXQZZ3lnGoQnH463ZjhvfS8dnc+8l5tLYZKZSZ+MKbtfXc1kyenTe24K9KXiQTf9Wjt27Gh9PmPGjB5NtzuaSrBZtWpV6/MCUz9NCDhi8hICj7tJZ9ky4JFHrL4ro0d7DgvuyLzlb5OPp/N5qrpsmnyZRMs332RZfffvBNIU1U1/i79MT76GG3c0bqCFkpja/IuEDQu9B3ctwBSafPddfj56tOe77Y7u3P1dbqajkGXznplDbCx7mJi8GHdhEqgQa/d5Bap+mxf4I9qrr4UgC94jGkpvJNSO8EDgybneE+d2qOjotwl0x80eYjdz2c1fvuIPDaWj7o7+RDQU/+KthiICpbcRrDvd3kJ/EZ6+/G59fM2+mKs8bezBaLIlAsW/iEDxQJ8QKL38TrdX0Fs3ZG/mNcBuGMSH0j+QsOG+SiCbZgUab/vb93SMYIfNersub0KsvQl7HgBICHL/RARKb8OeQ9GX7l6DtdH7Y0P2RfD5e119+YZBELpABEpvxF/JhMEkWHfePd2QfRUQ/l5XiG4YNm/e3PoQhEAhYcOCfwhW3a+ehs36mhgYiHUFsstmB9xyyy2tz8WnIAQKccoL/qO3OsvtdMcp3hfW1QUDrS+JOOX9iyQ2CsEnBHfePtMdDacvrKsLvvWtb8m4QsARDUUQBEHoFAkbFgRBEIKKCBRBEATBL4hAEQRBEPyCOOUFYQCwfv361ufz5s0L2rhLly71+Ly/jjvQCYlTXimVBOCPAEYCOAngn7TWFR6O2wLgRgDva62/ZXt/FICNAJIAFAK4U2vd0NW44pQXBioDLXxXwob9S293yj8GYLvWegyA7a7XnngawJ0e3n8KwO9c368AsCggsxQEQRC8JlQmr1sBzHA9fxXADgCPuh+ktd6ulJphf0/x1mMmAKO3vwpgKYAXAjJTQegH3HHHHSEZ94knngjJuEJoCJVAGaq1LgEArXWJUirNh+8mA7iotW5yvT4D4LKODlZKFQAoAICMjIxuTlcQ+jZ2H0owEf/FwCJgAkUptQ1AuoePHu/pqT2816GRVGu9CsAqgD6UHo4tCIIgdEDABIrWenZHnymlSpVSw1zayTAA53w4dTmAwUqpcJeWcjmA4h5Ot+f0g3pPgiAIPSFUTvm/ALjL9fwuAP/t7Rc1Qzb+DuC73fl+QAhF0ydBEIReRqh8KE8C+JNSahGAIgDfAwClVC6AxVrrH7hevwdgHIB4pdQZAIu01m+DDvyNSqlfAtgP4KUQrMHC15LoghBkVq1a1fq8oKAgaOPOnTu39bn0Yun/SHFIfzDA+oQLfY+Blg8ieSj+RcrXB5OeNn0SBEHoB4hA8Rf9oGeG0H+55557Qj2FoDLQ1ttbEJOXIAgBQ0xP/YM/06C7AAAGHklEQVTeXnpFEARB6GeIQBEEQRD8gggUQRAEwS+IU14QBgC/+c1vWp//+Mc/DuFMgoM918aegyMEFnHKC8IAYKDlg0gwgH8Rp7wgCIIQVMTkJQgDgB/96EehnoIwABCBIggDALsPRRAChZi8BEEQBL8gAkUQBEHwCyJQBEEQBL8gPhRBGADYe7tLn3chUEgeiiAMAAZaPojkofgXyUMRBEEQgoqYvARhAPDEE0/IuELAEZOXIAiC0Cli8hIEQRCCiggUQRAEwS+IQBEEQRD8gggUQRAEwS+IQBEEQRD8gggUQRAEwS+IQBEEQRD8gggUQRAEwS8MqMRGpVQZgFN+Ol0KgHI/nauvIGvu/wy09QKyZm/I1FqndnXQgBIo/kQp9bE3maP9CVlz/2egrReQNfsTMXkJgiAIfkEEiiAIguAXRKB0n1WhnkAIkDX3fwbaegFZs98QH4ogCILgF0RDEQRBEPyCCBRBEATBL4hA8RKlVJJSaqtS6ojr7xAPx0xUSu1WSh1QSv2vUuqfQzFXf+HNml3HbVFKXVRK/TXYc/QHSql/UEp9qZQ6qpR6zMPnUUqpP7o+36OUGhn8WfoXL9acr5QqVEo1KaW+G4o5+hsv1vwjpdRB1//d7UqpzFDM0594sebFSqnPlFKfKKXeV0pd2aMBtdby8OIBYBmAx1zPHwPwlIdjxgIY43o+HEAJgMGhnnsg1+z6bBaAuQD+Guo5d2ONYQCOARgNIBLApwCudDvmXwGscD2/HcAfQz3vIKx5JIBrALwG4LuhnnOQ1vw1ALGu5/cNkN850fb8FgBbejKmaCjecyuAV13PXwVwm/sBWuvDWusjrufFAM4B6DK7tBfT5ZoBQGu9HUBVsCblZ24AcFRrfVxr3QBgI7huO/brsAnALKWUCuIc/U2Xa9Zan9Ra/y+AllBMMAB4s+a/a62drpcfArg8yHP0N96sudL2Mg5Aj6K0RKB4z1CtdQkAuP6mdXawUuoG8K7gWBDmFih8WnMf5TIAp22vz7je83iM1roJwCUAyUGZXWDwZs39DV/XvAjA/wR0RoHHqzUrpe5XSh0DLRIP9mTA8J58ub+hlNoGIN3DR4/7eJ5hANYAuEtr3avv8Py15j6MJ03D/S7Nm2P6Ev1tPd7g9ZqVUgsA5AKYHtAZBR6v1qy1Xg5guVJqHoCfAbiruwOKQLGhtZ7d0WdKqVKl1DCtdYlLYJzr4LhEAP8PwM+01h8GaKp+wx9r7uOcATDC9vpyAMUdHHNGKRUOYBCAC8GZXkDwZs39Da/WrJSaDd5MTdda1wdpboHC1995I4AXejKgmLy85y+wJPddAP7b/QClVCSAPwN4TWv9ehDnFii6XHM/4CMAY5RSo1y/3+3guu3Yr8N3AbyjXV7MPoo3a+5vdLlmpdR1AFYCuEVr3R9unrxZ8xjby/8D4EiPRgx1JEJfeYA28+2uC74dQJLr/VwAL7qeLwDQCOAT22NiqOceyDW7Xr8HoAxALXhXdHOo5+7jOr8J4DDo73rc9d6/gxsLAEQDeB3AUQB7AYwO9ZyDsObrXb9lDYDzAA6Ees5BWPM2AKW2/7t/CfWcg7DmZwAccK337wCu6sl4UnpFEARB8Ati8hIEQRD8gggUQRAEwS+IQBEEQRD8gggUQRAEwS+IQBEEQRD8gggUQQgwSqlmVzXXz5VSryulYl3vpyulNiqljrmq3L6llBrr+qxPV3AWBiYiUAQh8NRqrSdqra8G0ABgsau45J8B7NBaZ2mtrwTwUwBDXd95GsCdoZmuIHQPESiCEFzeA5ANlkpv1FqvMB9orT/RWr/net6XKzgLAxQRKIIQJFx1wL4B4DMAVwPYF9oZCYJ/EYEiCIEnRin1CYCPARQBeCnE8xGEgCDVhgUh8NRqrSfa31BKHQALTQpCv0E0FEEIDe8AiFJK3WPeUEpdr5Tq6z04hAGMCBRBCAGaVVm/DWCOK2z4AIClcPWrUEq9B1Y4nqWUOqOUujlkkxUEL5Fqw4IgCIJfEA1FEARB8AsiUARBEAS/IAJFEARB8AsiUARBEAS/IAJFEARB8AsiUARBEAS/IAJFEARB8Av/H9sABmRjmotUAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x16856164550>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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lKhNnzQ3puOEkrCnLcBDulKUiOoml1Fgs3QuA9PvxVlXhLivDXXYg8LMMd1kpngMHkW73sMYzZ2Zizc/XtwL9pzkjg4FyX1pcHLaiotHeisJg/H5JdWkzpdtqKd1WR11565CuS821s2RNIZPmpY24bq2rq4otW75EW/t+Zs64hays80Y0juIILa07+fDDc8mbeDVFRT8P2bgedxd//t9LWHrBJZx06ZUhG3ekREPKUqFQjAOEpmHJzsaSnY39+OOPOiZ9PnzNgyR8fT48lVW4y0pxl5XhCTh1La+8gq+hYch2ZPz4x6ReHRGBeMUI0TRBVqGLrEIXx58/mdaGTloHSXs2Vbfz0bpS1t+3jYx8J0vPL2TijJRhOWZtbfvYsuWLeLxNzJ/3ACkpJ432VhSA0zGd7OzPcbD8YSZMuIL4+NCoKNQdKEP6/aQXFIZkvLFCOWS96PK00dJea7QZilFQ21Rm2NyNDW/SWP8KctAE7ND4aHNkr0w0m5PJzr0Gszlx5IMMVn5j0kiZNYP42bOOOeRrbsZddgBv3cB/sw0PPUztXXeReO45WDIyRm6rIqJwJMfhSI4b8JysQhdFx2Wy8/1KPnqxhOfvLCanKIml5xWSU5Q06BxNTZ+wpfgaNM3MooWP4XQe+z5UjJzJhd+jquoF9u77A3Nm/zkkY1aX7Qcgo2BySMYbK5RD1oud79/BvFd/b7QZilGQdpsxNQMHcuMom+zA1unDMszVo/3hL38jJOOEi4YEE51lz7Dg02biuo5dlPGDlzq7H//p7IE/OAfiD+mZfFp4AtNTpjMjdQYzUmZQmFSIJTGR+DnHLOI+BltBAfvWnEfNbbeT89vfjNgORXSimTRmnpTDtCVZbH/nMJvWlfL0nzaTNzOFJecVklnQ9xeK2trX2Pbpt7DZMlkw/58hi+AojmCzZZKfdy0lpXfS1PQlXK7Rd1GsLi3BGp+AKz26vnwph6wXmfnLKJ6/z2gzFMPm792Piud/bkxnlkjabfvosJVj9aTjcM9AjKor2ZF7ifOfMXoDw4ipo5HmhG28d1wWie1zMfsdRx2/9aYj93LVT64Y0RwTDnzENxqr+a7PzdN7n+bRnY8CYNEsFCUXMSNlBhOdE9EGWOmmCY2ll66h6V9PkXzZF4ifGz2FvorQYbJozFk+geknZvPpxkNsfqmM//xuE7NOyeGUL0zF1ENWIyj46nTMYt68v2K1phloeWyTl3cNhw4/xp49v2HRoidHrU9XXbqPjILCqFvNrYr6FTGBUYXwfr+b7Tt+QlXVc0yYcCVTi65HiNHpkUVbUX9L606Kt1yNz9/B3Dn3k5y8pPtYSO6lfBP87XQ47Xp8J3+PAy0H2FG3gx31ga1uB83uwYVH4rskd/9VoGVnMfWJtTjjRpFmVcQE7g4vH60rZcvLB8iblcrZ187CYjNRWno3+0tuIyXlFObMvhuz2W60qTHP4cNPsGPnz5g9+y4yM1aNeBy/38ddX7yU2aedyWlf/EoILRw5qqhfMa649tprx3xOr7eVbdu+Tn3DO0wu/BH5+V+JauXxkeJ0TGfRoifZUvwlthT/L7Nm3k5GxtkA/PGPfxz9BBMWw9SV8O6dmI67hkmuSUxyTWJ14WpAd/Q6vB0DDtHmaWND6QY2HPw7n3uynOtvWIZjzTlcVHQRCzIWjMvXTQHWeDMnXTyFpIx43nh0F8/c+jEz1zxHVc3jZGVdwIzpv0PTIl+/KhbIzr6YAwf/wb69t5CedhqaZhvROI2VFXi6OqOufgxUhEyhGBFd7lqKi6+mtXUn06f/hpzs0KVJoy1CFsTjaWBL8bU0N29h2tSbmDAhhP3hKorh/lNh2U9gxciXx/t9PnZ87nw6Kw7zva+YadA6KEgs4MKiCzlv8nmkxau01Hhlf/Ehtm39Lo7czWSmXc2sOT9XjvoYU1f3JluKvzQqjbed777Ji3fcwpW/v5OMCFllqSJkI6SrvZ3WerXKcjhoJhNJmdlRl68fKe3tpWzZ8iW63DXMnXM/aWkrjDYpIrBYklm44GE+/fTb7Nr9C7rcVRRO+l5oPtSy58GM8+C9e2DpVyEhZUTDaCYTk37xK8ouu5zH6q/mo/OLeGrPU9z28W3cuflOlk1YxkVFF3FS7kmYNfXvcbzg8TTT4P0BjtzN1G2/nNLSU0n7RjNZk0IrVqoYmG6x2NK7yM6+CItl8FWwvakp3Y9mMpM6YWIYLAwvKkLWi90fvsm6u9UqrOES73AyYeYc8mbNZcKsudhdw/9Digba2/ezddvXAMm8uX/D5Zof8jmiNUIWxO/3smvX9RyueIKc7M8zbdqv0ELh3FTvgHtOgJO+A2feNKqhDv34x7RseInCF1/AOnEi+5v288yeZ3h237PUd9aTEZ/BeVPO48IpF5KXqFbWxTKdnRVsKb6a9vYSZs78A3HidJ7/czHtjV2cde1sJs1VUdOxpLV1Fx98eC4TJlzBpIJv9XueEFqfDtva3/yCtqZGrvr9neE0c1gMNUKmHLJeHNi/lj2l0d0/UBFe4uImMH/eP7DbwxMOj3aHDHS795fcRmnp3UyceDVTi/4vNAOvvQZ2vgjfKQbHyJe0e6qq2LdqNY6TTmTCn49oH3n8Ht4sf5On9jzF24fexi/9HJd1HBdOuZAz888kzjxy6Q5F5OH3u/ngw3Pp6qpi7px7SUk5EYD2Zjcv3l1MzYEWTr1sGrNPzTXY0vHFjh0/43DFE4OeVzTl5+TlffmoffdedwWT5i9m5de/Gy7zho1yyEZIR8cBaus2hm38mMYvaWmoo678IA2HDtJYXYn0+zGZLWQUFDJp4XHEORyDjzMCfvKTI/IKv/99+PrLCWEmPf0sbGFcAh8LDlmQz39+Pu3tpWRkrOLvf39s9APW7oW7j4OlX4OVo4tk1953PzW3307eP/6O/YQTjjle1VbFc/ue4+m9T3Ow5SCJ1kQeWf0IBa6CUc2riBwOHvwnu/f8inlz/0pa2mlHHfN0+Xjpr59S9mkdi1cXsGTNJFVTNkb4fB1UVT2Pz9/Z7zn79v2B7KyLmTbtxu59rQ313P/Vq1jxxetYuCpyWlsph0xhOO6Odg58to2SzR/x2ZuvIhAsPOd8lpx/CbaEhJDOFUtOjLqXQXjmG7DtSfjOFkgcWoPqvvB3dbH/nHPR4uOZ9PRTCHPfaVW/9LOuZB0/e+tn3L78dk7PP33EcyoiB4+nmXffW4HTOZMF8x/q09ny+/y88egutr9TwZzlEzjl80UhaVKuGD1vv3MSqSmnMmPGb7v3lXyyiad+dyOX3vA7JswcXDB6rBiqQzY+qrAVhmCNT2DK4qWced03ufq2+ylaeiIfPvMkD3znWrb8dx1+n89oExVjSEPjR6EZaNmPQPrgrT+NahjNZiPjJz+ma88eGv797/7PExrz0/VawRZPy6jmVEQOpWV34/U2UTTlZ/1GvjSTxvIrpjP/zDy2bSzn9Ud24vdH95ekWEHTbMdE0KpL9ZZJ6QWTjDBp1KhlRIoxITE9g9Xf+iELV53Hxocf4NUH7uGTDc+z7IqrmbRgsUoF9ODcc8812oSQcf/99+P3u9m//zb27vkNixevRQygqD8kkgtgwZXw8YN6gX/SyIvunWecQcLxx1Nz559JXL0ac3Jyn+c5LHqqvc3TNuK5FJFDR8dBDh58iOysi3A6Zw54rhCCEy+ajNmqsenFUrxuP2d8cQaaScUzjETTbPj9RzeWry7djyszC1tCdAr5KodMMaZkTZnKpTf+jr2b3uetR/7B07+/ibzZcznp0qtwpg1cl+VIShkX0hrPP/+80SaEjOuuuw6AwxVZ7NjxE6qqXyQrc83oBz71R7DlUXjjFjj/rhEPI4Qg8+c/o+SCC6m6+ddk3/wrtPj4Y86zW/V/8C1uFSGLBfbt+yNCaBRO/v6QzhdCsHRNIWaLxvvP7Mfn9XPWl2dhMsf+/6NIpS+HrKZsPxn5kaE9NhKUQ6YYc4QQFB13AoULjqP45fW8t/YxHrv+h4NeN+/MVZxxzTfGwEJFqMnOupCDBx9k374/kJ52FibTyFS4u3HlwuIvwYd/hZO/B6kjV+WOmzqVtK9+hdp77qV982YyfvADEs9ZfVTU1qJZiDfH0+puHZ3dCsNpatpCVfULFBR8kzhb1rCuXbSyALPVxNtP7GH9fdtY+ZXZmC2ja5WmGBkmLQ6/70jK0t3RTkPFYWaectoAV0U2yiFTGIbJbGbhqjXMPHUF+zZ9gM/r6ffc7W++zp4P3+P0L39dpTejECFMFE35KZ9suYry8gfJz79u9IOe/H09bfnGLXDR/aMaKv3b38Z+4olU/ea3HP7hD2l45BEyf/4z4ufM6T7HbrHT6lEOWTQjpWTP3t9gtaaRnzeydmvzTpuI2aKx8dFdvHj3VlZ/bS4Wm3LKxhpNs+HzHSkhqCkrBSA9QtT5R4JyyBSGE2d3MGvZwCvXNJOZl+69nZqykohph6EYHikpJ5GaupzSsnvIzv4cVuvI1Pa7cWbCkmvh3T/DKd+H9GmjGi5h8WIKnnyCpmeeofrW2yi95PO4LriA9O99D0tmBg6LQzlkUU5NzX9pavqY6dNuxmweuQTPrFNyMVs0Xn1wB8/fuYVzvzkPa7z6OB1LNFMcHk9D9+/VZXpBfzR/PqgEuCIqKJi7AIDS4s0GWxJ+brzxxu4t2rn88su7N4ApU36K19tGSemfB7lyiJz0XbDaYeNvBz93CAiTiaSLL2bySxtIvebLNL/4IvtWraL2vvtJEnaVsoxi/H43e/f9Hru9iOzsS0Y93rTjsznrmtlUlTTz7O2f0NnWf4RfEXo0zXrUKsvqkv3EOxNxpKQaaNXoUA6ZIipwpKSSlldA2dbYd8huuumm7i3aeeyxx7o3AIe9iNycSzl06FHa20tGP4E9VV9xueMF8HYNfv4QMTkcZPzwhxS++AL2E0+g5vbb+cYtO5n6+n78bWqlZTRSfugROjrKmDLlp6Fp5QVMWZTByq/OofZQK68/vDMkYyqGRu+i/pqy/aQXFEZ1SYuKsfaiosvNpqZ2o81Q9EHl0tMo+WQTlkPVmCzWfs97vrqxz/0COCnZQbJFve2NZFLhd6mseo69e3/P3Ln3jX7AvOPhg3uh6jPIXTj68Xpgzctj4l130fbee2y66Xuseuoge/67nKSLLyb5iv/BOjH6GhiPRzyeJkpK7iIl+SRSU5aFdOxJc9M47pxJfPDsfg5ur2fizFGm4hVDwqTF4Q9EyHxeL7UHSlkQQer8I0F9MvViS3M7135WarQZir5ILYQzCnlm9+FjDtmv+kr344Fev8uzU7h1emQ3i77hhhuMNiFkPPLII8fss1nTyM//Cvv330pDw4ckJy8Z3SQ5ejqbw5tD7pAFsZ9wAq9efxaHPnidXx5aSv0jj1D/0EM4Vqwg5corSDj++Kj+Zh7rlJbqIrBTBhCBHQ3zz5jIjncO89YTu7n0+iWYlEZZ2OkZIas/XI7P643q+jFQDtkxnJzs5PXjRlccrAgPPo+Hx3/xY4qOP5El5/eqATnutkGv/31JBRtqm/iDlJgi+MMzFmrHggRrx3qTN/FqDh16lL17fzt6sdikPEhIhcOfjHyMIeCwOvg0003u9/9Ixo9/RMPjj9P47yc48Npr2IqmkHzFlbjOW9OnjpnCODo6DnCw/GGysy/G6ZwRljnMFhMnf34q6+7ZyrbXy5l/RmR/6YsFejpkNaXRX9APyiE7BqfZxAyH+ocamcSzICeTpk3vMuN/rhr21RdmJrOhtpkPm9o4ISk8Tc4VQ8Nkimdy4ffZvuPHVFW9QFbWKFINQuhRskNhdsgsDtq97fj8PiyZmWR85zukffWrNL+4jvqHH6byhhtoevZZ8h9+CGFSMgiRwt59f0AIE4WF3wvrPAVzUsmblcJHL5QwdUkWCYn9l1UoRo9misPvdyOln+rSfZitNpJzco02a1SouKoiqiiYu4CGw+U011QP+9rTUhKxCsGGmqYwWKYYLllZF+JwzGTHzp/xzrun9ru9+94KysuPTX0eRc5CqNkB7vAV3He3T/IemUOz2Ui66EImPbWWrJtuomPzZhoefzxsNiiGR0vLDqqr15Gfd82wRWCHixCCky8pwuu+2ILbAAAgAElEQVTx894z+8I6l0KPkIG+era6tIS0vHw0Lbq/CCmHTBFVFMzTa4RKR7Da0mk2cUqyk/W1TUipGgQbjRAas2fdRlbmeSQnLe13s1rT2bX7F+zb98f+X7ecBSD9ULktbPY6rU6APqUvhBAkff4S7CedRM2tt+GprAybHYqh09L6GaA7/2NBcpadeadNZOe7FVSVNI/JnOMVU8Ah8/k6qS7dF/XpSlApS0WUkZI7EUdqGqXFm5l7+sru/WvWHOmPOFAvyFXpLl7d1cz2tk5mRWhqeqj3Eg0Mdi92+xRmzBhYQ8zv97Jr9w2Ult1LV1c106f/Gk2zHH1SsJj/0GZ91WUYsFv0fpb9icMKIci68Qb2rzmPyptvZuJdI++xqQgN7q5aAGy29DGbc/E5Bez6oJI3H9/F536yGKFFbr1qNBOMkDXXHqKrrU05ZArFWCOEoGDuQvZ88A5+nw8tUKvzwgsvDOn6s9MS+dEuWF/TFLEO2VDvJRoIxb1ompnp027GZsukpOQO3J465sz+MyZTwpGTnFngzAlrYb/DqqcsBxKHtU6cSPq3vkn1H/5I88svk3jmmWGzRzE4bk8tJpP96PdKmLHGmTnxosm88s8d7Hy/ghkn5ozZ3OOJoENWc1BPD6dHcVPxICplqYg6CuYtoKu9jcp9u4d9bbrVwnEuOxtqVR1ZNCGEoHDSt5k+7Wbq6t5k8ydX4HbXH31SzgJd+iJMOC2BlOUg7ZNSrroK2/TpVP3qZnwtLWGzRzE47q4arNa0MZ936tIssgoTee/pfXR1eMd8/vGAZooDoO7QPoTQSM8vMNagEKAcMkXUkTdnPkJoI26jtDLNxaetHRzoCJ2yu6Jvnnvuue4tFOTmXsbcOffQ2rqTjzd/no6Ogz0OLoC6vdAZHmfbbg2kLAdpnyQsFrJ/9Uu8NTXU3Da4HIsifHS5a7Baxy5dGUQIwalfmEZHq4ePXghBRwrFMQQjZPUVZSRn52CxxRls0ehRDpki6oh3OMmaXDRih2xVmgtARcnGgDVr1nRvoSI9/UwWzH8It7ueTR9fQkvLdv1At0DslpDN1ZOhRsgA4ufMIfnKK2h47HHaN4dXjkPRP253rSERMoD0PCczT85h2+vl1B9W7bZCTdAha6w6QMakyQZbExqUQ6aISvLnLaRy7x46W4ff7HlSgo3p9jjWK4csaklKWsyihY8jhImPN19GRcXT1CV4qEuyUFf+LHX1bw976+ysGHDOYA1Zi3toacj0b38Hc1YWlTf8Aul2j/qeFcPH7a7FZkCELMjx5xViiTPx1hO71cruEGPS9IhYR2sD6fmTDLYmNKiifkVUUjB3Ae+vfYwDn25h6vEnD/v6VWku7iiros7tJdWq/gyiEYdjKosX/YctxV9i+44f6jvnusD7LGx5dtjjOZ2zWHJc/6nVOFMcJmGizTO0aIfJYSfr+usp//rXqfv730n76lcHPF/6/bR/8AHWvDwsudEtcBkJ+P1deL1NhkXIAOKdVpasKeStf++mZEsthQuMcw5jDU3ThXc1kz9mImTqk0gRlWQXTcOWYKe0ePOIHLKV6S5uK6viv3VNXJadGgYLFWNBXFw2xy1+RtebkhJe/zXU7ILPPzSscQ6WP0hd3ZsDniOEwGF1DDlCBuA8bQXOlSupvedenGefjW3Ssd/kfS0tND39NPX/egTPgQMkLF5M/r8eHpb9imNxu+sAsI6h5EVfzD41h+1vH+KdtXuYNC9NyWCECC0QIRMmSYaKkCkUxqGZTOTNnkdp8ScjSgXMdcSTa7OwoVY5ZOFk+fLl3Y83btwYljlMpjiSXIv0XzKWQ/FrYCkA+9AjI01NH1NdvQ6vtwWz2dnveQ6LY0g1ZD3J/PnPaHvnHSpvuJG8B//Z3dy6q6SEhn89QtPTT+Nvbyd+4ULiZs2kZf0G3KWlWAsKhjWP4mi63DUAhkbIADSTxuxlE3jj0V20NnbhTIn+4vNIIFhDluBKIMGVZLA1oUE5ZIqopWDeQvZ8+C71h8uHfa0QgpVpLh6pqKPN58Oueg+GhTfeeGNsJ8wJCMQe/gSKhq4BZrNlA9DZVYkjxA6ZJSODjB/+UO91uXYt5sxM6h9+mLY330JYLCSuXk3ylVcSP3sWnqpqWl76L41rnyLjB98f1jyKo3G7A6KwBtaQBUnJ1nXQGiralEMWIjST7pAlZsTOF2rlkPWiY2c9DU/sMtoMxRBI8Tu5IO/btN27/6j9h3/53pCuP86l8cBcG0/ft4nT6vzhMHHUDPVeooH+7sXkspFy6TQsWfbRT5I9DxDDd8jidIesq7MCh72o3/McVsegshd9kXTJ52h67jkq/t/1AJjS00j71jdJvvRSzGlHIjiWzAwcp55K0zPPkP6dbyPM6l/0SHF3RUaEDCA5W39v11e0kTcrdhwII5FefU2iIy02omOgHLJjMLlsxM8z/huVYmgceOt1bJqdW7/2q+59Q339TkLikm28OcXOORMi81trtL8Xn/vVv7ofx8/p+146Pq2j+p5iUi6fTvz0lNFNGJcIaUV6C6XhXBaIkHV1DdyD0mlxUtk+/D6VQtPI+fXNVN92O84zTifx7LMRVmuf5yZ97mLKN26k9c23cJ62YthzKXTc3SlL4x2geIeVeKeFhgolfxEqGiuqAXCkuAy2JHQoh6wX1mw71vOnGG2GYoh01r/KR6+t5VsPPIa5nw+4gThrRxkv1zbjOHMylggstk2O8vfimiHY71w+kbqHtlP34Ge4Vk/CcXJud53ViMhZCPs3DusSmy0DEHQO4pDZrXZaGkemvm8tKGDCHbcPep5j2TJMaWk0rl2rHLJR4HbXYTa7umuNjCY5y059RbvRZsQM1WUHQUBCksNoU0KG0iFTRDX5cxfgdXdxaNf2EV2/Ks1Fo9fHB03DT0MpQoPZZSP9K3OJn5VK04slNKzdg/SOIoWcswBaK6H58JAv0TQrVmsaXYNpkVkcQ5a9GCnCYsF1/nm0btyIt6YmrHPFMkap9PdHcradhso2pUcWImrLSvH7BNb42IkrKYdMEdVMnDUHzWQesWr/8pRE4jXBuholEmskmtVEyuUzcJ42kfZNVdQ8sA1fm2dkg+X2KOwfBjZbFp1dAztkTquTVndr2D9Uky6+GHw+mp4dvp6aQsftrsEWAfVjQVKyE+hq99LerESCQ0F1yX6QJvwydp5P5ZApohprXDy502dSNkKHLMGksSzFyYbaJvXN1WCEJnCdVUDKF6bhPthC9d1b8FSNIBqVORuEafh1ZHHZg9aQ2S12vNJLp69z+HYNA1thIfELF9L4n7XqfTlC3G5jGov3R7CwX9WRjZ76w4eoKtmLJqz4/bHTk1g5ZIqop2DeQn7+wMMsmD+fRYsWDfv6lWkuDnd52NraEQbrxjeLFi3q3oZKwvwM0q+bi3T7qL6nmI5d9cOb1JoAGTNHFiEbJGUZ7GcZ7rQl6FEyd2kpHZtH9mVjvON21xkuCtuTlMAq4oZKVUc2GnxeDy/eeQsWWxzWOBf+MH85GktiJ/mqGLfkz13AoYZmDjUUj+j6s9JcaBxkQ00T85wJIbZufLN5hM6ELS+RjG8uoO7Bz6j752eYkgdeBWtOiyflc1MxJQYWduTMh50v6Or9Q1wgEGfLxudrHVActmc/y7T48EZfEleeTdWvf03jf9aSMIIvGuMZr7cNn68tomrIElxWrPFm6lWEbFS8/fjDVJfs47wf/h+1vl/gUxEyhSJyGG3bjBSLmeOTHKxTzcYjCnOSjfSvzsN56gRs+Yn9b3lO3CVNVN/9Ce5DgcUZuQuhowEay4Y8n82WBTDgSkuHRXfIRqJFNlw0u53Ec1bTvGEDvlb1IT4cjojCRk7KUghBSnaCSlmOgrKtW9j0/FPMO3MVRcedgKbFxVTKUkXIFFGP0I7+XvHOv/vpAygEM05eTkrOhGMOrUpzcf3eQ+xv76Iwwdhl8jfccIOh84eSTZs2jep6zWbCtWpwh9t9uJW6B7dTc18xKZdOIz6o2H9oMyQXDGmuuLgcYGBx2GCEbLhq/SPFddFFND75H5rXryP5kkvGZM5YwB0hbZN6k5xlp/TTOqPNiEram5tYf8+tpOROZNmVXwb09knKIVMoIpgPnn6yz/1S+qkpK+GCH11/zLGV6bpDtqG2ia/nZYTbxAG58cYbDZ0/lIykpm8kWHMcZHxzvq5n9q8dJJ4xAadmRRzeDLMvGtIYwQjZQIX93RGyMXLI4ufPxzp5Mk3/WascsmHQ3Vg8glKWoBf273i3gs5WD3EOi9HmRA1SSl667w46W5q56Kc3YrHpJQyaFltF/cohU8Qc33/8uT73v/Gvv7N53bO0NzeRkHi0uvPEOCtzHPE8WVlPikX1tRwq6VYLp6cmGm0GACanlfTr5lK/djfNr5TjddxAcvnLDFVitlscdoDC/u4I2RikLEFPcyVdfDHVt9xC19692KZEt1DwWHEkQhZZDllKsIVSZRs5U2Kn5U+4Kf7vOvZ//CEr/vdaMgoKu/ebTHF43A0GWhZalEOmGDfMOHk5m55/it3vv8P8s1Yfc/z8jCRu3l/Bd3ceNMC66OX146YxwxFvtBkACItGyqXTaMlIoPm/4N0XT2pTJybX4K2xusVhIyhCBuA6/zyqb72Vxv+sJfOnPxmzeaOZLncNoGG1jrIVV4hJzjrSZFw5ZEOj9kApbzz8AJPmL2LBqvOOOqZSlgpFlJKeP4m0ifnseOv1Ph2yb+RlcEFmMn6l+zQkmrw+ztq0mw21TRHjkIEeVUo8LQ9z6yYa3s2j+q6PSf3SPKw5g7dYGUwcdiyL+oOYU1NxrlhB07PPkvH97/XbA1NxBLe7FoslGSEiK9rtTInDbNVoUC2UhoTX7ebFO/+ANSGBs7/23WNaqmmaLaZWWYbVIRNCrATuAEzA36SUv+t1PA94EEgKnPNTKeW6cNqkGL8IIZhxygreevSfNFZVkpSZdczxCXHGf9itWbOm+/Hzzz9voCWDsygxgfW1TXyvIKvP41OnTu1+vHv37rEyC4CEpdMxb7qCOu+tgWL/6cTPGrjRdFxcNu3tJf0eN2kmEswJtHhG1s9ypCR97mJaXn6Zltc3knj2WWM6dzTidtdiiyANsiBCE3pPy0q10nIovPnoP6g9WMZFP7sJe1LyMcf1VZaxo0MWNtkLoX81uRtYBcwELhNCzOx12v8DnpBSLgC+ANwTLnsUCoDpJy0DYMfbrxtsSf+88MIL3VukszLNxdaWDso7+25fsmfPnu5tzEmfhtVWQca81zBnJFD3r+00bzw4oPL9UMRhx6KfZW/sJ5+MOTOTxrX/GdN5oxV3hPWx7Emykr4YEvs3f8Qn659n4erzmTS/78VBespStU4aCkuAvVLK/VJKN/A4cH6vcyQQrAh2AUPvBqxQjIDEtHQmzpzDjrc2qpY0IWBVur44YkMkarhpJsieh6n2PTK+Mpf4OWk0byil4cnd/TYv7ykO2x8Oq4MW99hGyITJhOvCC2h7+x08lQO3d1KAu6sGq3XgaKhRpGTbaW3owt3hNdqUiKWtsYEN995Oev4kTrn8i/2eZ9JsMRUhC2fKMhfoWR1dDiztdc6NwH+FEN8C7MAZYbRHEcM891zfKyv7YsYpK/jv/XdStW8PWVOmDn7BGDOcezGayQlxTE2IY0NNE9dMODYisWvXLgOs6kHOQtj0AEKTpFw2nZaMAzS/cgBvXSepV87A5Dg6Rd0tDttZgcPRv1r/WNaQBUm6+GLq7rufpqefJu1rXxvz+aMFKSVuT23kRsh6tFDKnBQZK5Qjja2vbqCjpZlLb/gtZkv/8iCxVtQfzghZX6vNe4ckLgP+KaWcAKwGHhZCHGOTEOI6IcQmIcSmmpqaMJiqiHbWrFnTvQ1G0dITMZnNbI/QtOVw7iUSWJXu4r2mVuo9x37jnzp1avdmCLkLwdsJNTv0Yv8z8km5fDqew61U37UFd6/UUbc47CArLcc6ZQlgnTiRhKVLaVz7FNLfd4RPAV5vC36/G1uEOmTd0hcqbdkvpcWfkDlpCqkT8gY8T9NsSOnD74+NaGM4HbJyYGKP3ydwbEryy8ATAFLK94A44BhpZSnlX6SUi6WUi9PTI/OPTBE9xNkdFC5aws533sTnjY0/ZCNZmebCJ+GVumajTTmWnAX6zx6NxhPmppP+lblIv6Tm3mI6th9RTh+qOOxYF/UHSVy9Gk95OZ6DSpqlPyJVgyxIYlocmlnQoAr7+6SrvY2KPTspmLdw0HM1ky5nEytpy3A6ZB8BRUKISUIIK3rRfu9czAHgdAAhxAx0h0yFwBRhZ8YpK+hobuLAti1GmxL1zHPGk22zsKEmAuvIUgrB5tJbKPXAOsFJ5jfmY86Ip+7h7bS8UY6UckjisE6r05CUJYC1oAAAz6FDhswfDRxxyCKzhkwzaSRnqsL+/jiwrRjp91Mwd8Gg52qa3uYuVtKWYXPIpJRe4JvAS8AO9NWUnwkhfimECKq7/QC4VghRDDwGfFGqSmvFGDBp/mLi7A62vxWZactoQhOClWkuXq9vpt0XYak0ISBnPhzefMwhk8tG+nVziZ+dRtP6EprWlw5JHNZusY+pMGxPLLm5ALiVQ9YvwcbikRohA72FkkpZ9k3p1s1Y4+PJnjp90HNNMeaQhVWHLKAptq7Xvl/0eLwdOCmcNijGBzk5Od2PDx8efLGu2WJh6gkns/3N13F3tGONTwinecNiuPcSCaxKc/GPQ7W8Wd/CyvQjbaki4l5yF8K7d4GnEyxHK/ZrVhMpl02nzr+D9k2VuFYVEGfLHlgc1uqgw9uB1+/FrI2ttrYlKxNMJjzlyiHrj65AhCwSdciCJGfZ2ftxNV63D7M1ssRrjURKSWnxJ0ycNQ+TefC/LU0LpixjwyELZ8pSoRgzKioqurehMuOUFXjdXez96P0wWjZ8RnIvRnNCkgOX2cT6XvIXEXEvOQvA74Gqz/o8LDSBbZILf7sXf6sHW1zWgBEyp0VffWlEYb8wm7FkZamU5QC43bUIYcFsdg1+skGkZNtBQkOVUuzvSUPFYZprqoZUPwZHUpaxotavHDLFuCV36gwS0zNV2jIEWDTBmamJvFzXhNcfYVUHWXP1n9V9O2QAlkCPQU9VGzZb9oA1ZHaLvkpurLXIglhyc5VDNgBudy1Wayp9LNiPGJKzj/S0VByhtFgvLRhK/RiAZgqkLH2qqF+hiGqEpjHj5OUc2FZMa0O90eZEPSvTXNR7fHzQdKS+6tChQ92bYSTqdVc09+9kWTJ1J8tT1U6cLWtAcVin1bgIGYBlwgQ85eWGzB0N6Cr9xyzWjyiSMhIQmlB1ZL0o27qZpMxskrKyh3S+KupXKGKIGScvR0o/u95902hTop4VKU5smjhKtT8nJ6d7MwyzFRLSoKV/h0xzWNDsZrxV7dji9A+D/qJkDqveYNy4CFkO3poa/F2x8SEUatxdkSsKG8Rk1nClx9NQqVKWQXxeDwc/20b+ENOVEHtF/cohU4xrUidMJLNwikpbhgC72cSyZCfra5siry2VMxta+q8LE0JgybTjqWwjzqY7ZP3VkTksukNm9EpLz6HoWPAx1nRFQYQM9DoylbI8wqGdO/B0dQ65fgx6FvWrlKVCERPMOHkF1SX7qCs/YLQpUc/KdBflnR4+be0w2pSjcWYNGCEDMGcm4Klqx2rNBOh3paXRDpl1wgRAaZH1hZR+PJ46bFHgkCVnJdBY3YGvn76q443SrZvRTCYmzpwz5GtUUb9CEWNMP+lUhNDY8fZGo02Jes5KdaHBMastDScxe1CHzJJpR3b5MHe6AEFXZz8RskDK0ihx2CMRMuWQ9cbjaUBKX8SnLEHXIpN+SVN1hH15MYiy4k/ImToDW8LQJYhUDZlCEWPYk5LJnzufHW9vVD0CR0ma1cwSl71btd/pdHZvhuLMhtZq8PXfKiu40tJX48VqTYvYCJk5IwMsFjyHVGF/b7pFYSNYgyyI6ml5hLbGBqpL9w0rXQk9Wif5lEOmUMQMM05ZQXNNNYd2bTfalKhnVbqL7W2dlHV00dra2r0ZijMLkNBW3e8plgzdIfNWthNny+63hsxmsmHWzIZFyITJhCU7W0XI+iAoCmu1RH7KMikrAQSqpyVQFmhhN1yHTBX1KxQxyJTjjsdss7HjrY1GmxL1rEzTBTnXR1JvS2dgGf0A0hdaggVTolXXIovL6neVpRACp8VpWIQM9JWWbqXWfwzBCFkkq/QHsVhNJKbGqcJ+dP2xeGciGQWFw7ruSMoyNor6x7bvh0IRJjZt2jSq661x8RQddwI73t5IxqTJzDntLDSTamkyEvLjbcy0x7Ghtonm5majzdEJOmRDLOy3zc+mvv7dfs+zW+yGyV6AXtjf8ppaGdybI43FIz9CBsGeluNb+kL6/ZRt/YT8uQsQ2vBiREJYABEzRf3KIVPEBIsWLRr1GCddegVNNdW88re7+WTD8yy74moK5i9CCBECC8cXq9Jd3FpaRactjnSrxWhzhuyQWTLttL5fgc16RBzWbD62/s1pdRomDAt6Yb+vrg5/RwdafLxhdkQa7q4aNC0Ok8lhtClDIiXLTvmOBvx+iaaNz/8zNQdKaW9qHHa6EvRotabZVMpSoYg1XBlZfOGm33Pe93+Oz+vhqd/dyH9+fT3VpfuNNi3qWJXmQgIv10ZIhMyeBsI0oBYZBAr7vX4s3lRgYHFYIyNkaqVl37jddVitaVHzJSo5OwGf109z7fhdaRlsl5Q/xHZJvdG0uJhJWSqHTKHogRCCoqUn8sU/3cOK/72W6pJ9PPzT77Dh3ttpra8z2ryoYZYjnglxlsiRv9BM4MgcUoQMwNyi18F19bPS0m6xG1xDprTI+kJvmxT59WNBkgMrLcdzHVlp8WbS8gpwJKeM6HqTZlOrLBWKWMZktrBw9fl8+Y6/suicC9j59kYe+O51vPvkI3g9HqPNi3iEEKxKc/FmQwutXp/R5ugMQYvMnKmvtNTqEwHo7GelpdNifMoSwK0csqPoctdEhShskJSs8S194ens5NDO7SNKVwbRU5buEFplHMohU8QEQojuLZTEORwsv/LLfPHW+yhcuIT3/vMYn6x/LqRzxCqr0pI4sHw+Tos5MlJIg7RPAtCsJkwpcYiqeAYThzUyZWlOT0NYrXjUSsujcLtro6agH8Aab8aeZKNhnBb2H9y+Db/PS8HcUThkJhs+lbJUKMYPSZlZrPnuT0jOmaC0yobIEpfdaBOOZgjtkwAsmQl4q9xYrekDisO2edoM69kpNA1LTo5KWfbA7/fg8TREVcoSICU7YdxqkZUWb8ZstZE7feaIx1BF/QrFOCV7ylQq9uyKvObZEYg50laNObOhowE8AxdQWzLteGs6sNmy+m8wbnXgkz46vMYVY1tyc/GUK7X+IB5PPSCjQqW/J8nZduor25H+8fc/pXTrJ0yYORuz1TriMVRRv0IxTsmaMpX2pkZa6mrCNsdzzz3XvUU7G2oayXztEzbWRcBqy27piyGstPRLbKT3v8rS4PZJAJYJE1SErAdBlf5oqiEDvYWSt8tHS0NsOBVDpbmmmobD5aNKV0KgqD9GImRKh0yhGAbZk6cCULl3N4lpGWGZY82aNWEZ1whOTXYSr2msr21iWYrR/Syz9J8tlZAyqd/TzMGVlp5Uujwf9HlOt0PmbiUjITzvg8Gw5Obia2zE19qGyRFh6WEDcHdFlyhskORAYX9DZTuJqeNHUy4odzGagn7QU5Yeb2MoTDIcFSFTKIZBWv4kTGYzFXt3G21KVBBv0liR4uSl2ib8Rqd5uyNkhwc8zZIeDxqY25K6xWF747DqDlmLx0i1fqVF1hO3W5elib4asvEpfVFavBlHahopAQmXkaKZ4vAp2QuFYvxhtlhILyikcp9yyIbKynQXFV0etrQYvJIscWgpS2HWMKfGozXqWmR9pS2dVj3a1+Y2XvpCOWQ60dY2KUicw0K80zKupC/8Ph8HPi2mYO7CUa/A1jRrzKQslUOmUAyTrMlTqdq3F78/QvS1IpiWlhaOtwpERxsbjG42HpcE5rihrbTMsqPV6JGLvsRhgylLIyNkyiE7mi53DSaTA5Mp+tJ+yVn2cSV9UbF3N13tbaNOV4JaZalQjGuyp0zF09VJffnBsIyfk5PTvUU7iYmJ5KemUHnOycar9gsRkL4YOEIGuvSFVqM7XX2Jw/asITMKU2oqIi5OrbQMEG0aZD1JybbTUGmcjMpYU1q8GSE08ubMG/VYapWlQjGOyZqiF/ZXhCltWVFR0b3FEnvau9jbbvA/Tmc2NA/+vJoz7Zg7k9DFYfuIkFmNX2UphNClLw6rCBnoDpktyurHgiRn2+lq99LeHBuK84NRVryZrMlFxDtGv9AnllZZKodMoRgmyVk52BLsVKrC/kFxOBw4HA7sDt2BWW902tI5ePsk0CNkQpqxiNQ+I2R2i57ONNIhA7BMyMWt1PqBQB/LKNMgC5KcrbfsGg+F/S31tVTs3UXhwuNCMl4wZRkL0UXlkCligkOHDnVv4UZoGpmTi6jcuycs44/lvYSblpYWWlpaaG1pYa4zng1Gpy2D7ZMG+edtTo0Hk8DiS+0zQqYJTW8wbmDKEsCam6tqyALojcVTjTZjRARXWlbuN/jvYwzY88F7ABQdf1JIxtO0OICY6GepHDJFTDDWdVfZU6ZRc6AET1foU3CxVEPWk1VpLj5ubqeqy8Dm7M4s8LRB18BCtcIksGQkYOlI6bfBuMPiMD5ClpuLv7kZX3MECO8aiM/XhdfbEnWSF0HsLht5s1L4eEMZjdWxXdy/58N3SJ2QR2ruxJCMp5lsADGRthzQIRNCxAkhPieEuEMI8aQQ4iEhxI+FELPGykCFIhLJmjIV6fdTXbLfaFOihlXpuoyEoVGyxICTO8TCflOLi66uij7TIU6r0/AImSWg4TTeo9gnCOwAACAASURBVGRudy1A1NaQAay4YjqaSeO1h3bgj9E2Sm2NDZTv+IyipaGJjoGesgRiorC/X4dMCHEj8A5wAvABcD/wBOAFfieEeFkIMXcsjFQoIo2syUUASo9sGExLiGNSvNVYh6xbrX8Ihf1ZdkxNLny+Nny+Yx0vu8VuqOwFKOmLIEc0yKLXIXMkx3HK54uo2NvE1tfCs4LbaPZ+9D5IydQQpStBL+qH2IiQDdQ66SMp5Y39HLtVCJEB5IXeJIVi+Bw+fER9fSxSfY7kFJyp6WFR7B/rewknve9lZZqLv5XX0uz1kWg2jb1BQ+xnCWDJSMC8JRmAzs7DOBzTjjrusDpo6jS25sei1PqBng5ZdNaQBZl2fBb7Pqnh/Wf2kz87tbutUqyw+4N3SM7OIW1ifsjG1GLIIes3QialfLH3vkAKMzFwvFpKuSmcxikUQyU3N7d7GyuyphSFJUJmxL2Ei973sirNhUdKXjOq2XgwQtY8cPsk0MVhzZ36B3xXH3VkTovT8BoyU1ISWkLCuF9pGUxZRnOEDHQpk+X/Mw2zTeOVf+7A7/MbbVLI6Ghp5uBnWylaetKo1fl7Eizq98VyyrI3QohrgJeAF4UQvwmfSQpFdJA1eSpNVZW0N8f+yqhQschlJ91qZp1RaUurHWyuIUXITEk2rD7dIetP+qLFbWzKsluLbJxHyLq6HbLojpCBXuC/7AvTqC5t5pOXDxhtTsjYu+l9pN/P1BDWj8E4iZAJIdb02nWGlHKZlPIU4JzwmqVQRD7ZAYHYqn3hkb+IBbKzs7s3AJMQnJ3q4tW6Zrr8Bn37d2YNqYZMaIK4pFyQfYvDOq1O2jzG60ZZJkwY92r9bncNFksymmY12pSQMGVxBpMXpvPh8yXUHTI2Chsq9rz/DonpmWRMmhzScbsdMl9sR8jmCSGeFUIEextsFUI8IoT4F/DZGNimUEQ0mYVTQIiw1JHFCocPH+7egqxMd9Hm8/N2g0EfNENsnwRgzUzE7HH12z6p09eJx2+gjAd0R8hiQRhzpERz26S+EEKw7LJp2BLMvPLP7fiiPHXZ2dZK2bZiph4f2nQlgMk0DnTIpJQ3A18BviGE+Avwd+AG4BYp5eVjZJ9CEbFY4xNIzZ2oVloOk1OSHdhNmnGq/UNU6wdd+sLckUxn27Epwe72SYZLX+Tib2vD3zR+U+e6KGzsOGQA8U4ryy+fTu3BVj5eV2q0OaNi/8cf4vd5KVpyYsjHHhcpywBtwHeBu4G/AJcB6tNHoQiQXTSNyr27x3V0YrjYNI3TUxPZUNuEz4jnLTGg1j+ElKkl0465M4XOjj76WVqM72cJR1ZajufCfndXbdQX9PdF4YJ0pi7J5OP1ZdQcMLZecTTs/uAdHKlp3WUeoSTokMV0Ub8Q4mbgReBVYIWU8jygGL2o/8oxsk+hiGiyJk+lo6WZpuoqo02JKlaluaj1eNncbIAquTMb/B7oqB/0VEtWAubOFLo8lcc43ZESIbMqLTK6YjBCFuSUS6cS57ToqUtP9KUu3R3tlBZvZuqSExFa6JsDjZcI2blSylOBE4GrAKSUzwFnAyljYJtCEfFkBb7xVe7dZbAlkcnu3bu7t56cnpqIRQhj0pbDkL7QnFYsvjT8dBwjDhs5EbKAWv84Lez3etvw+zuwxahDFme3sOKK6dQfbuPDF0qMNmfY7N/8ET6Ph6KloU9XwvhxyD4VQjwMPAm8EdwppfRKKe8Iu2UKRRSQNjEfs8Wq6sj6Ydq0ad1bTxLNJk5OdrC+tnHs073OobdPEkIQF6+vEO3sPNqBC0bIjJa+MCUmojmd4zZCFgsq/YNR8P/Ze/Pwtsoz7//znKOjXZYX2bET23E2IAlJHAhhKUuAFhIGmNKVFlpgpkCmne50OttboHSDaWnZfkPLbwq00FLadzoFSsJAWEIpKZAmLFnI6iTO4lh2LC+y9uf941iyndiWbEs6knw+13UuH0uPzrllydJ97uV7L/Ix74xpvPPSgaIbq7TzL3/GVV7B9JPn5+T4qaL+Uu6ylFJeC9wF/LuU8qv5M8nEpHhQLRZqZs3h8C5T+mK8rPR52dsf4f1gnj9IxzE+CcDh0VOCoeOkLzyaB6AwpC+msBZZqYjCpqNxYSWxSIKuI8UzfDwaCrFn81vMXX4OipKbyRxC6FInJR0hE0KcK6V8V0q5fZT7y4QQp+bONBOT4qB27kkc3bubeCxmtCkFx7x581Lb8VzqGxg2nu+0pXua/jND6QtnlT4hrr9reErQpeljbYyOkIFe2B85ODVTluFUhKw0U5ZJqhv1C4D2A8a/3zJl79sbiYXDnJSjdCWAolgQwkK8lB0y4KNCiD8LIb4lhPgbIcRyIcT5Qoi/G0hlPgM48mSnicmYSClTW76pnXsSsUiYjtbSUdXOFqPVkAHU2jROL3OyJt+q/RYrOH3Qk76GDMBZ2wBS0H9suMPjsepfkEbXkIFe2B89eGhKdvumImS20o6QVUxzYtGUouq23PmXP+PwlFE/P7exG0Wxl3aEbCBN+TfAYeDjwB3A14B5wE+llOdLKd/Mi5UmJgVM3ZxkYb9ZRzZeVlR6eLunn2C+hS+T0hcZYK0tRw176e8d7pBZVStWxVoQDpk2ox7Z30/82DGjTck7eg2ZglWrMNqUnKKoClX17qJxyGKRCLs3vsHcM85CUXOTrkyiKNaScMgsY90ppTwmhPi5lPKhfBlkYlJseKfVYveUcXjXDhZ/cKXR5hQVDXa9/uNoJEqTw5a/E49DHFZ1aWjRKsLKCGr9VrfhshcwqEUWbW3FUjm1muAj4Xas1iqEyO2XfiFQ3ehhx1+OIBMSoWRX8T7b7Ht3E9FQf9ZnV46EqthLu6h/CLuEEP8hhMhNi4SJSZEjhKBuzjyz03IC1Nl0h+xwOM/jh8YxPgnAqlQTkUdPuN2tFYhDNoW1yCLRjpKvH0tS3eghEooT8PcbbUpadmx4DbvLTcOpS9IvniSKaiuJCFkmDtlidHX+/xJCbBBC3CSEKMuxXSYm42Ljxo2pzQhq555Ex4H9REKF/0GZT9K9LrU2DYAjeXfI6qD3KMQzO6/dWkdE9ZM4LrXqtroLJGWZVOufeoX9eoRsijhkDQOF/QWetozHoux+6y/MWXYmqmXMRFxWUJTScMjS/qWklD3AQ8BDQojzgV8DPxZC/A64Q0q5K8c2mpikZdmyZal9owr7pUzQtmcXDQsW5f38hUq616VuwCHLf4SsDpC6U+adkXa53TUdGQkT6WjHXjMtdbtbKwyHTHW7Ub3eKRkhC0facbnmGm1GXqic7kJRBe37e5i3bFr6BxjE/vfeIRzsY14e0pWgF/WX9OikJEIIVQhxpRDi98A9wI+A2cDTwLM5ts/EpCioNQv7J4RHVXAoijERMsg4beko19Xwe4/uG3a7W3MXhOwFJLXIMuscLRWklEQiUydlqVoUqmYUfmH/jg2vYXU4mLl4aV7Op0fIInk5Vy7JJJa4E3gJ+A8p5Z+H3P67gYiZicmUx1nmxVszzXTIjuO0004b834hBHU2jSMRA2rIYED64vS0y+2eGXAUwn3DGwHcVndBCMOCPkIpvHNqCRTHYt1IGSl5UdihVDd62L3pKFJKhCi8wv5EPM6utzYw+7TlWDQtL+dUFCuxWHdezpVLMnHIFkspR4zJSym/lGV7TEyKlto5J3Fo54g6yuPiYAmlnTKp6au1afmPkJVlPj4JwO7Wv/AjoeEDyT1WT0EU9YMeIet95ZWC/aLOBZEpIgo7lOpGD1v/dIiezhBlVYUnBXrw/a2Eerrz0l2ZRFXsRBLteTtfrsikqP8BIUR58hchRIUQ4ueZHFwIsVII8b4QYpcQ4p9HWfMJIcRWIcQWIcSvMrTbxKTgqJ17Ej3+dvq6JqcFNX369NQ2FaizafmvIXP6QKgZS19Ykw5ZpGPY7S7NRW+0l4TMs47aCGj1M5DhMHG/32hT8kZKpb/ERWGHkizs9+8vjAuB4wm06Rc5NbNm5+2cpVLUn1GXpZSyK/mLlPIYkDYxLHRRmAeAVcAC4FNCiAXHrZkH/AvwASnlQuAr47DdxKSgqJ07UEdmyl+Mi1qbRls4mt9mDEUZl/SFZvWCVIjGhjvbHs2DRNIfM767dip2WkbCUy9CVjXDhVBEwY5Q6gvo7oKzrDzNyuyhqHbiU0SHTBFCpCSQhRCVZJbqXA7sklLukVJGgCeAvz1uzY3AAwNOHlKOIPRjYlIkTJs1B6EoZh3ZOKm1akSkpDMaz++JPbXQnVkRvBAKasxDLN417Ha31Q0UxjxLa0qLbOoU9keiesTSNoVqyCxWlco6J0f3Gf+eG4n+7i40mx3Nbs/bOUslQpaJY/Uj4M8DMhegj1H6bgaPmwEcGPJ7K3DmcWtOAhBCvAaowG1SyrXHH0gIcRNwE0BjY2MGpzYxyT+azY6vsYnDk3TIDh0a/EIt9rTlyy+/nNpfsWLFiGtSWmSRKFXW3GsWpfDUQcfujJdbEmVE5XEOmaY7ZL2RXnBl1bpxkxKHnWIRMiE0LBav0abkleoGD/u2dBRkvWBfVxdOb35fjynjkEkpfyGE2AhcCAjgI1LKrRkce6R3yfE5CQv6bMwVQD3wqhDi1KEp0gEbfgb8DGDZsmVTb3quSdFQN+ck3n/9VWQigVAyCUCfyIwZg7pYxT4s+sILL0ztj/ZchmqRLXTnsUjZUwctf8p4uUV6iTF8EHoyQlYIWmSK04laWTmltMgiEV0UttCcklzja/SwfcMRgoEIrvI8jhzLgGB3AKc3f+lKALVEHLKMvjGklFuAJ4E/AL1CiEzCVK1Aw5Df64HjY+mtwB+klFEp5V7gfXQHzcSkKJlxygLCwT78B/alX2wCGKnWXwuhLohmVv+lCS8xZXhrfSpCVgAOGejSF1PLIfNPqfqxJNWNhavYHwx05d0hUxQbUsZIJGJ5PW+2SRshE0JciZ62nA4cBWYC24CFaR76JjBPCDELOAhcDXz6uDX/A3wKeEQI4UNPYe4ZzxMwMQGoq6sz2gQAZpyi/1u0bnuP6pmzJnSMQnku2eCCCy5Iu6ZmIE1pnDjsYahM3xFmUcuJi1EcsoKRvphOaGsmCYziR8oEPb1bqag422hT8o6v3g0C2g/00LS4sBzSYKCLunkn5/WciqJHCROJMIqSx7KHLJOJ5XcAZwEvSCmXCiEuRHeixkRKGRNC/CPwHHp92M+llFuEEN8G3pJSPjVw3yVCiK1AHPiGlLJj9KOamIzM0LorIymrrsFd5aN1+1aWrrxiQscolOeSDYbWkI2GVVHwaRYDtMiGqPVn4JBplkrispdEJIJi1Yeip4r6o4URqbDOmEHPC+smlTIvFnp7txOJ+KmsPNdoU/KO1W6hYpqz4CJkMpGgv7s7rx2WoHdZAgNpS4OLOSdBJg5ZVErZIYRQhBCKlPIlIcSdmRxcSvksx41XklJ+a8i+BL42sJmYFD1CCOpPWciBre8WZMFtoWKIFtnQCFkGWK0VEJGEe47hqNLnCHqseuqoL1I4av1Eo8Ta29GmFe6sw2zQ0fkqAFWV5xlsiTH4Gjwc3tWVfmEe6e/tQcqEISlLoOjryDK5hOoSQriB9cDjQoh7gOJO1JqY5JD6+QvpO9ZJV1tmX/QmA2r9kTzPokuOT+rO0CGz66mhcPegOo/D4kAgCiZCNpU6LTs71uN2nYzNVtqO52hUN3roPRamv6dwZjgGkxpkBnRZAiSKfMB4Jg7Z3wJB4KvAWmA3MLFcjInJFCBZR3Zw2xaDLSke9PFJeb7Os5eDxZF5hMxRCUCkb1AJXxEKbs1dQDVk+hD0Ui/sj8X66ApspLJqakbHoDAL+5MOmSvvXZbJlGXhOKcTYcyU5YDa/h+klB8EEsCjebHKxGScPP3006n9K64w9nqhakYDdk8Zrdu3cOqFHxr34wvpuUyWTJ9LrVWjIxojnEhgy1ftkxDjUuu3OvUIWaR/eJmr2+ounC7L6XoattTV+ru6/oKUUaoqzzfaFMOobtDrF9sP9NC4sMpga3QGI2TGpCzjRR4hG9Mhk1LGhRBBIYRXShkYa62JiZFceeWVqX2jtbuEojDj5AUc3D6xCFkhPZfJkulzSWqRtYWjNDryqKvkqcvYIbN5agCIhIfPinRproKJkCl2O4rXS7yjM/3iIqajcz2KYsfrXWa0KYZhc2qU+ewFGSFzlBmUsowXdw1ZJkX9IeBdIcTzQKpyVUr5pZxZZWJS5NSfsoDdb22g91gn7opKo80peIZqkeXXIauFw5szWmrzDETIwsfNs7R6CiZCBqC4nCT6CqPJIFd0dLxKRcVZqGphiaLmm+pGT2E5ZN0BhKLgcHvyel5FLY2i/kwcsj8ObCYmJhkyY/5AHdn2LZx89tStc7n88sszWjc4PinPdWRl02HHWpBST2GOgcXmQsStRBPDHTK35qYjVDhqParLVdIOWX//fvr7W2io/4zRphhOdaOH3X9tJ9QXxe7SjDZHH5tU5s275EqpFPVnMjrJrBszMRknNU1z0Gx2WrdNbYdsaA3ZWAxGyAzotIwGIdwN9vRpFkusjKg80SHb1104kxkUZ2k7ZB0dutxF5RSuH0uSLOz3t/ZSf3KFwdZAsDv/Kv0wtKi/xCNkQoi9nDiDEilleiVFE5MpimqxUHfSKRzc9p7RphQFFRYVmyIM1CI7kpFDpibKRpxnaaYs80dH53rs9hk4nRObhFFKVDcMdFru6ykIh6w/kP85ljC1dMiWAWcMbOcB9wKP5dIoE5NSoP6UhbQf2Eeor3C+rAsVIQS1Vs2YeZYA3ZlNRxhtwHihFPUDKC4XiWBpOmSJRJRjxzZQWXmeKboMODxW3BU22g8URh1ZnwFzLGFol2WJO2RSyo4h20Ep5U+Ai/Jgm4lJUVM/fyFIyaH3txltSlGgi8MaGCHLAE2UE1OOc8g0N5FEhEi8MDSQFKeLeIlGyAKBTcTjvRnLXQTjCX55yE+8CLqV/6ftGEcncEFSSIX9wW69hizfKCWSskzrkAkhThuyLRNCrAby20JhYlKE1M47GUW10DqF05a/+tWvUls6dHFYgyJkGYrDamo5cXX4l19ywHhPpDC+FBWXi0Rf0GgzckJn53qEUKmsPCej9b863ME33m/lhY7u9IsNZGdfiNVb9/H44fE3h1Q3eug6GiQSMnaATiTUTywcNjZlGS/xon7gR0P2Y8Be4BO5McfEpHTQrDamzZlL6wT1yEqBa665JrX/6U9/esy1tTaN//VH8zsD1OoCmzdjh8xiqSChhIhFQ1g0/ao8Nc8y2keVw3iBTmWgy7IUZ6l2dL5KWdlSLJbMYgLPtuvRzDXtAS715T9ykylr/LqdhyYSIWvwgNQL+6fPzb8zlCQY0J+DMQ6ZFZgCETIp5YVDtg9JKW+SUr6fD+NMTIqd+vmn0rZ7F9FIcX9Q5IM6q0Z/QhKIxfN74rK6jB0ym1V3uMI9g/MsXZoLoGDmWSouF8RiyHzPBs0xkYifnp73Mh4m3hmNsaGrF4uA/+0IEEsUbtpyzYDjOJEIcfXMwhihFAzo3cf5nmMJeg2qothK3yETQnxPCFE+5PcKIcR3cmuWicn4OO2001JbIVF/ykIS8RhHdk7Na5hPfepTqS0dSemL/HdaZj4+SbMPzLPsGVTrT0bICqWwX3HpDmKpdVp2dr4GQFVVZvVjz/u7SQD/0FBDZzTOm92F+fc4HI6wqUdPMU/EIXN5bTjLrPgNd8gCA/YY0+2pKLbSHp00wCop5b8mf5FSHhNCXAb8e+7MMjEZHxs3bjTahBGZfvJ8EILWbVtoWLjYaHPyTia1Y0mSDllbJMp8HLky6UQ8ddDyp4yWWh1V0Dt8wHiyhqxQpC9SDlkwCJWlMyWio3M9mlaBx7Mwo/Vr/QGm2zS+PHMaP2ttZ017gLPL3Tm2cvw859fr2870utgdnFiEp7rRw1GjHbJuY8YmJVEUe+lHyABVCJGaTyGEcABTe16FiUmG2F1uqhubpnQdWabUGRohOwyJRNqltoEB4+HgCA6ZGSHLGVIm6Oz8E5UVH0AINe36YDzBy53drPR5cVtUzqvwsMYfKMjZsGvaA8xx2DivwoM/GiOSwfvweKobPRw73Ec0kud0/xCCXcYMFk8yJVKW6Jpj64QQfy+E+DvgecBU7zcxyZAZpyzk8I7txGPGdkEVOtOsg/Ms84pnOiRiEEzf4Wb1VAMQDQ+udVsLNEJWQg5Zb+92IhF/xunKVzq76U9IVg0U8q/yeTkQirC1r7BSWoFojNe6elhZ7U1dkBydwPiw6gYPUkLHQePeg8HuADanC4tmzAgnRbEV/XDxTIr67wK+A8wHFgJ3DNxmYmKSAfXzFxINhzjasttoUwoau6pQqanGRMggo8J+W1kVSEEkMjg+qfBkL5xAaTlkHZ3JcUmZFfSv8Qcot6icNZCivMRXhgCebe/KlYkTYl1nDzGpO4yD48PG//73NerP08g6MqNEYZOoavFHyDIZnTQLeFlKuXbgd4cQoklK2ZJr40xMMuVnP/tZav+mm24y0JITmXHKwKDxbVuom3uywdbkl/G+LtOsGm1GisPWjV3np9isqFEXUXXQIdNUDZtqoy9aGA6Q4iy9CFlnx3rc7lOw2WrSro0lJM/7u/lgVRmaost+VFs1lntdrPUH+MasulybmzHPtndRY7VwWpmT7QPRu4lckHgq7dhcFkM7LfsDXYZ0WCaZKkX9vwWGqvDFB247IycWmZhMgJtvvjm1X2gOmbuikvLaOlq3b2XZFR8x2py8Mt7XpdamGRghSz8+SQiBGveMOGC8cCJkpeWQxWJ9dAU20tBwfUbrNwR6ORaLs6p6uHOw0ufl9t2H2NcfZqbD+DLoUDzBi509fGxaBYoQk0rZCyGobvDQfsC4lGVfoIuqGQ2GnX+qFPVbpJQpQZuBfWvuTDIxKT1mnLKQg9u3ICdQsDuVqDNUrT8z6QtLooyYHD4+yWP1FFANWWmlLI91bUDKaMb6Y2v9AeyKYEXlcPHYpIO21h8Y6WF559VjPQTjCVYO1LlVaio2RUz4gqRmpoeOg73EY8Z8xgS7jRksnqQUivoziZC1CyGulFI+BSCE+FvAn+YxJiYmQ6iffypbXn6BjoMH8DXMHHNtXV3hpFQmy4033jiu9bU2jfZIjGhCptJNOUfVwFWduVq/LCcihjtvbs1dMA6ZWmIRss6OV1EUB+Xly9KulVKypj3ABZUeXOrwbswmh435Ljtr2gPc3JA+9Zlr1voDeFSFcyv0+i8xECWbaMre1+AhEZd0HuqjujG/0w3jsRihnm7DU5ZTwSFbDTwuhLgfEMAB4LM5tcrEpMSoT9aRbd+S1iE7dCh96qxYGFpDlgm1Vg0JtEeiTLfnMRDvqYXuDB0y4SWoDBf6dVldBSN7IaxWhKaVjEPW0bmeioqzUvMKx+Ld3n4OhqPcMqt2xPtX+rzcs68NfySGz5rJ119uiEvJWn83F1eVYVUGE1V1k0jZT2sqA6DlXX/eHbL+Hl1LzWmQKCyAqtinRJflbinlWcACYIGU8hwp5a7cm2ZiUjp4p9XiqqikdZupRzYWk+k0mxSe6RnVkIE+YDym9gzTtPJonoJxyECvI4uXgEPW37+f/v59Gacr17QHUIBLqkaO1FxW7SUBPN9hbNryrUAfHdFYKl2ZZNokUvZlPgdNi31sfuEAob78/v8EA0kNMiMjZNaij5BlUkOGEOJvgM8DXxVCfEsI8a3cmmViUloIIZhxykJat28pSHHKQiElDpv3Tsta6GnLaKlmqQQlTiw2WMTvthZOyhIGB4wXOx0dutxFpvpja/0Bzix3UTVK9OtUt4MZNi01O9Io1vgDWIXg4qqyYbfXWfUI2UQ/I868chaR/hibnt+fDTMzZtAhM7CGTC3+LstMZlk+CHwS+CJ6yvLjwNg5FxMTkxOon7+Q3g4/3e1H0y+eohg3z7IO+tohnv68Vquelgn3tqduK6QaMhhwyIJBo82YNB2d67Hb63E4mtKubekPs60vlBKDHQkhBKuqvbxyrIe+fA+xHyBZ53ZuhRuPZXidW61Noz+RoCc+scJ8X72HuctqeOfFAwS78zdcPtitO7jOMiOL+qdGl+U5UsrPAseklLcDZwPG9baamBQpQ+vIxuLpp59ObcXOj370o9SWCVWaBU0I2gzptJTQmz5KptmqAIj0DHHIrG76on3EE8aNrhlKKUTIEokIx469TlXleQiRvsEjGfU6Pg14PCt9XsIJycvHjJEp2d4XYl8ocoIsB2RnfNjyy2cRjybYuLZlwscYL8EuXQbG+KL+UFFnIDKpauwf+BkUQkwHOoBZuTPJxKQ08TXMxOZy0brtPRacf9Go66688srUfjF/uADccsstqf2vf/3radcrQlBjteQ/QlY2Xf/ZcwS89WMutTp90A/hviHjkwbU+oOxIB5rfguqR0JxuYh3dxttxqTo6d1GPN5HZeW5Ga1f6w9wqttBYxqNsbO8biosKmvaA/xNdf4jOmv8AQRw6Qh1btOG1FCe7LJP6PgVtS5OPruO99YfpPmDjXgqJ3ac8RDsDqBaLNgGRImNQFX05yllhCHjt4uKTCJkzwghyoH/AP4KtAC/zqVRJialiFAUZpy8gNbtW402paAxVossg/FJLn3AeKR/eMoSCmjAuNNZ9BGyUH8rAE5n+uv/9kiUNwJ9aaNjABZF8CFfGc93dBNN5P+CZ217gGVlLmpsJ858HIyQTS7deMbfNIGEt55tmdRxMiUY6MLhLc8okpkrkl24iUT+UrXZJm2ETEp5x8Du/xVCPAPYpZSFoaxnYjLA5ZdfbrQJGTHjlIXs+eubBMeY+1YszyUTvva1r437MbU2LTVGJm8kxydlIH1hdQ84ZOHO1G3JAeM90R7qMF5HrhRSluGwrvVms6X/e/6vvxsJI6YBR2KVz8uTR46xoauXBQI1SAAAIABJREFU8yrzF9E8EIrwTm8//2fO9BHvT6r1t4XHP2B8KGVVDhaeN4P31h9k6SWNlNc4J3W8dAQDXbgMLOiHQYcsHg9hsRgfpZ4I4xJikVKGgeKumjMpSYql3qp+/qkA/PQfrkeMInx6sddC05LT+PA3/k8+TcsJmdaODaXWpvFyZ57re5w+UCwZRcg0txcRtxCNDDpkHk3/AiiYeZYl4JCFwodRVWdGX65r/AEa7VYWZJjmu6CyDIcieNYfyKtD9tzAlIDRGg8cqkKFRc1Kl/Hpq2ay7bVDvPnMXj70dwsnfbyxCHYHcJYZVz8GepclUNSF/cYp45mYTEHq5p7EBdf+HcGe0et7Olr3s/utv9C+v4Xqxqb8GVcg1Fo1euMJemNx3Md1oeUMRQF3bUbjk1Snhhr1EBGD8yxdVr12ppDmWSb6+pBSGppGmgzh0BFsttq09vfG4rx6rIfrp/syfq5OVWFFZRlr/QG+N29G3v5Ga9oDnOyyM9s5eo1TrU3jyCRTlgAur41FF9az6fn9nHbpTKpmuCd9zNHoC3Tha2jK2fEzYTBlaTpkJiYmGSAUJe2A8WB3gJ/9w3W8u+45Lrrh5jHXliJDO83m5cshgwEtsvQRMqEI1JiHmNo1+NCBCFnB1JC5XJBIIEMhhMNhtDkTIhQ+jD2DdOWLnT2EE5KVGaYrk6z0eVnjD/B2Tz/NZblN6QF0RmNsCPTyxcZpY66rnYRa//GcdslMtqw/yBtP72XV6kVZOebxSCnpD3QZ2mEJoKYcsuLVIstUGHaGEOIcIcT5yS3XhpmYTFWcZV7mnfkBtr76ItFw8X64TBTj1Pozc8gALAkvUTnokCVryApFi6wUBoyHw3qELB1r/QEqNZXl3vF1+H3IV4Yq9HRnPnje301cppflqLVpk64hS2J3ayz5YCN7NrdzdF9uum7DwT7isZihorCg65BBiUfIhBB3ogvDbgWSIjsSWJ9Du0xMxsVtt9024n4xcttttxE42saWv2ziwg2vsfCCi402acJM5HWps+kzLI/kW62/bDq0vJrRUgtl9Is9qd9TXZYF45ANGTDu8xlszfhJJGKEw0ex2ceOkEUSCV7o0OUr1HGmHSs1C2d53axpD/Avs3PfiLHWH2C6TWOJZ+yIZa1V42gkSiwhsYxSZzoemi9u4N2XWvnLH/ZwxZeaJ3284wkGBkRhDXfIBov6i5VMUpYfBk4eKOg3MSlIbr/99tR+sTtkQ5/LO+ueK2qHbCKvyzSb/rFkSIQsFIBIEKxjp7AsopyYMhhxcFgcqEItrJQlFK1afyRyFEhgTxMhe72rj+5YYkx1/rFYVe3l33ceZHcwxBxn7vS6gvEEL3d286m6qrT1anU2jQTQHo2mLk4mg9VhYemljbz+37s5tLOL6fOy6zgFAwOisIYX9U+BCBmwB9AwuytNTPLOofe34j+wD1/D1JlW5lJVyiyKMeOTAHqPQOXsMZdqSgUJtY9EIoqiaAghcGmugomQqUMjZEVIKKynjp/psnGo/+Co694K9OFUFc6rmFin5KU+3SH7950HOWmCQqyZ0BaO0p+QGTmOQ8eHZcMhA1i0op63XzjAhj/s5qqvn5bVJobU2KQCiZCVtA4ZEAQ2CyHWMcQpk1J+KWdWmZiYAKBaLLyzbi0XXV+cxf233nrrhB5Xa7UaECEbokWWziHT9HmW0WgXNls1MDDPstAiZEXqkIVDerfr/9+m4lf9KGM4EJ+uq8ShZlQOfQINdisrfWW8eqyXNwK5/Vud6nZwVnn6Tsdc1FBqVpVllzWx/okdHNjaSePCqqwdO9hl/GBxKI2i/kwcsqcGNhMTkzwzd/k5bF3/Iud9+no0a/GNA5lo+rgui51mGZN0yDIo7LdaKwGI9HcMOmRWNz3RwpG9gOJ1yJIRsg58vHn2QnzW3AkCPLJobOc739TlqKllwbnT2fT8fjb8YQ8NCyqzFiULdg84ZEanLEtA9iLtZYWU8lH0UUkbB7ZfDdxmYmKSYxZfvJJwXx87N7xmtCl5ZZrNQlu+i/pT45PSa5Fpdj3CEO4dHJ9UZa/iSF/6x+YDxanXwMWL1CELh48QE3ZsFg9VWh6lTwqAKs2CRWTfIVMtCssua6J9fw/73u1I/4AMCQYC2D1lKKqxr1OqqL+UHTIhxApgJ/AA8P8BO0zZCxOT/NCwcBHltXW8s26t0abklTqblbZIlHg+h6vbvWBxZBYhc+gRsnCfP3XboupF7Dy2k2DU+EL6oo+QhQ7TLaqZ63IUrbDtRFGEYJpVy4pa//GcfFYtZT47bzyzF5ml/61CGJsEQyNkxZuyzCTx/iPgEinlBVLK84FLgR/n1iwTExMAIQSLL17Jwe1b6Wjdb7Q5eaPWphGX4I9kR48pI4SAsroMB4zracpI/6BDtqR6CXEZZ0vHlpyZmCnF7pCFw0dol5XMdRVfmj4b6Gr92XfIVFXh9FXZjZIFu7sMT1fCEB2yeAlHyABNSvl+8hcp5Q70rksTE5M8sPCCi1FUC++se85oU8bN17/+9dQ2Huqsg51mecVTl1HKMjlgPBoanGe5pHoJAG+3v50b28aBsFgQNhuJPuOjdROhP3SIw7KKuTmUoihkcuWQQfajZMFAl+EF/QCKYkEIteQjZG8JIf5LCLFiYHsIvZbMxMQkDzi95cxdfjZbX1lHLFJcLd133313ahsP0wYKmw2pI8tkwLjLgRJ1EBkyYNxr8zLLO4vNRzfn0sKMKdYB44lElGiknU4qmTfGzMdSpi6HDpmqZreWLBgIFIRDBnrasphlLzJxyP4B2AJ8CfgyumL/6lwaZWJiMpwlH1xJqK+XHX+ZGsX9Q+dZ5hVPnS57kSZyoDg11EgZ0VjnsNubq5t5u/3trNXnTIZidcgikXZA0olvykbIplk1euIJ+mLx9IsnwElnZidKFotECAf7CiJlCXraspiL+tP2Eg8o9N89sJmYFCQ33nij0SbklIYFA8X9L6xlwXkXGm1Oxvzwhz+c0OOqrRbUHHSapcVTB7F+XbHfMfpVv9AU1JibaLxr2O1Lqpfw+12/Z1/3Ppq8TTk2dmyK1SFLSl50Cx+N9uwIoxYbqQuSSJS5lux3LyajZC/+Yjv73u2gafHExmulRGHLCyVCZi3qlOWoDpkQ4kkp5SeEEO+iz64chpRycU4tMzEZBz/72c+MNiGnCEVh0UWX8uqvHqGj9QBV9Q1Gm5QR460dS6IKQY3VCC2yIdIXYzhkoA8Yj8kTHTLQ68gKwiErwtFJSVFYh70uK7Mci5Gh4rC5ihKedGYtbz3bwhvP7GXmovQjnUaiP+mQlRWKQ2YvWR2yLw/8vBy4YoTNxMQkj5y64oMoqoV3X5waEhjTrBpthonDHkq71IKXGN3DbptdPhuP5mFzu/F1ZIrLWdQRMp9rhsGWGEeuxGGHMrSWrGWCtWR9yTmWBVJDpiq20nTIpJTJytbPSyn3Dd2Az+fHPBMTkyRObzlzzziLLa+8WHTF/ROhzpYbLaYxKUs6ZBmIwwovMaV7WA2OIhQWVy8uiE7LYk1ZBkOH6cdOkyt7432Kjdo8dRmffGYtZdUO3pxgLVkwUBhzLJMoio1EvHhTlpkU9X9ohNtWZdsQExOT9Cz+4EpCvT3sfOPPRpuSc3LZ+j8q7mTKMn2npUUtRyoR4vHhacElNUvYdWyX4XMti9UhO9Z3kE6qmJvDYd+Fjsui4lGVnL//FVVh2aqJR8mCAT1lXwjCsACKWtxF/aM6ZEKIfxioHztFCPHOkG0v8G4mBxdCrBRCvC+E2CWE+Ocx1n1MCCGFEMvG/xRMTOCmm25KbaVM48LFlE8rHuX+ybwudTaNQCxOMJ7IgWWjYHXqiv2ZaJFZdLX+aPTYsNuXVC9BInnH/05OTMwUxVmcKcu+0GHdIZuiHZZJam0aR/IQIT75zGkTjpIFA11YbDY0e2G8VkqRpyzH6rL8FbAG+D4w1JnqkVJ2jvyQQYQQKvq4pQ8BrcCbQoinpJRbj1vnQZfU+Ms4bTcxSfHQQw+l9ku5wF8oCosu1ov7j+zeSe2ceUabNCaTeV2mDaRt2sJRZuVTj8pTB93pa8i05IDxcCcOR33q9sW+xQgEb7e/zTnTz8mZmelIFvVLKYtq/FA8coQOFjN3imqQJcmlFtlQklGyF3+xjZZ3O5g1jo7LYKCrYAr6IemQ+dMvLFDGqiELSClbgHuAziH1Y1EhxJkZHHs5sEtKuUdKGQGeAP52hHV3AHcBxZv4NTHJI4suugR3lY//+Y87CBxtM9qcnGGoFllGA8aT8yzbh93utrqZWzGXt48aW0emulwgJbKIOi0TiSiWeAdRtRp3DuQeiol8puwnGiULdgcKJl0JxR8hy6SG7D+BocUQfQO3pWMGcGDI760Dt6UQQiwFGqSUz4x1ICHETUKIt4QQb7W3t4+11MSk6Ln88stT20g4PGV89F9uJxYJ83+/f2tKC6gQ+elPf5raxkuq9T/vav2ZOWQ2hx5JiPSdeEW+pHoJ77S/Q0LmMd16HMl5lvEiSltGIu0IJFZbrdGmGE6tVaMtEiWRB5HhidaSBbuO4fAWhigsDHRZlnhRv5BDXGYpZYIMBGWBkWLkqeMIIRT0IeVphYqklD+TUi6TUi6rrq7O4NQmJsXL008/ndpGw9cwkw//07foaT/K/9z5baKhwvwQmmwNGRgRIauF3iOQGNuZsrkGHLL+E7/Amqub6Yn2sKdrT05MzIRiHDAeCunNFF7HdIMtMZ5am0ZMgj8Sy8v5JhIlK7gIWakW9Q9hjxDiS0IIbWD7MpDJp0wrMFS9sh4YWpjhAU4FXhZCtABnAU+Zhf0mJplRf8pCLvvyNziyeyfP3HMniXhuxqwYhVtVcKpK/rXIyqZDIgbBsWtRNFcFJFQioRMdskIYND7okBVPyrKttxWAGnd9mpWlT12eI8RDo2SHdnalXS8TCYLdhTPHEqZGynI1cA5wEN3JOhPI5HL3TWCeEGKWEMIKXA08lbxzoEbNJ6VsklI2ARuAK6WUb43zOZiYTFnmnXE2F//9avb89U2ef+j+gpihmC2EENQZqtY/tvSF6tJQo26ikRN7nGaWzaTcVm6oQGwxRsgODzhkMz3FMYkil9Ta9LFR+ZR+SRb0H23pSbu2v7cHmUiYDlkWyWSW5VF0Z2pcSCljQoh/BJ4DVODnUsotQohvA29JKZ8a+wgmJiaZsORDl9F77Bgb/u+vcVdU8oFPfsZok7KGIVpkniHisHVLRl2muDTUiIdo7NgJ9wkhWFK9pDAiZMHicciO9R9Ew878sonNViwlam3613M+L0jsbg13hQ1/awYOWWpsUuHUkCmKHSmjSBlHF3ooLsaaZflPUsq7hBD3MfIsyy+lO7iU8lng2eNu+9Yoa1ektdbEZApw2223jbg/Fud8/NP0Hetgw3//Bld5Jc2X/k1ujBsnn/70p1P7v/rVr8b9+DqbxoZAngVWkxGyNNIXwqbqEbL4iQ4ZQHNNM6+0vkIgHMBry/+XVjGmLEOhI/RRRZ1tag4VH0q1pqGQ3wgZgK/Bg781/f9cX5ee1nR6K3JtUsaoiv6+SSTCqKrTYGvGz1gRsm0DPws+hRiNRmltbSVUoIXNJrlnzZo1qf1t27aNsVLHbrdTX1+Ppmm5NGtC3H777an9TB0yIQQf/NwX6At0se7hB3GVVzDvTOM0sJL8+te/Tu1PxCGrtWm0hWP51dJyTwNE2k5LIQSWhJeIHNlxG1pHdn79+dm2Mi3FmLKUkSOE1Zqi0k3LFRZFUGPNjzjsUHz1bva910EsEsdiHT3KFOxOOmSFFCHTtetKziGTUj498PPR/JkzMVpbW/F4PDQ1NZn/yFOUviFfOvPnzx9zrZSSjo4OWltbmTVrVq5NyxuKqnL5l/+J337n3/njff/Bxzx3UL/gVKPNmhS1No2olHRE4/ismTR3ZwFVA1d1ZuOT8BJk5AuAhVULUYVqOmTjwB5vJ+RYbrQZBYMRKXtfgxuZkHQc6mNaU9mo65JjkwqrhkyfGBBPhCm8S+30jJWyfJoRUpVJpJRX5sSiCRAKhUxnbIozfXrmbfJCCKqqqihUTbtbb711wo/VbHau+qdv8fi/fpU//eYXXH37XVm0bPw8/vjjk3p8csjykXAkfw4Z6GnLDAeMx5WeEWtWnJqTkypOMkwgVnE4gOJxyLojITwcI2wzJS+S1NostPRH8npOX70HAP+BnjQOWQAhFBxuT75MS0sqQlakWmRjfcL9cODnR4Ba4LGB3z8FtOTQpglhOmNTm/E4ZFDY75dM05Sj4fCUMWvpGWxdvw6ZSCCUTJqpc8PQGrKJMFSL7NR8fu6XTYfug2mXWZQKEJJoNIB1YJTSUJZUL+Gp3U8RS8SwKHl0KAGhqgiHo2gcsl3dB1GQVLjqjDalYKi1WdnQld/Xr6zKjtWupq0jCwaO4SgrM/Tz5XgUVY+QFWun5Vgpy1cAhBB3SCmHxtufFkKsz7llRYaqqixatAgpJaqqcv/993POOZOr4XnkkUd46623uP/++7nttttwu93ccsstWbLYpJSpntlEpL+fbv9RvDXFq3punFp/LRzcmHaZpukFzdHosREdsuaaZp54/wl2de3ilMpTsm5mOhSXq2gcsv3d+/EAdW5T8iJJnVWjKxanP57AoY7t+MQSkv9oOUJndPJCsnvP8bBW9vHM+wdGvH+lz1tworCgK/VDCTpkQ6gWQsyWUu4BEELMAky5/ONwOBxs3qxrDj333HP8y7/8C6+88orBVplMVaob9dq49v37itohm2bVcKsKm7uDfCafmSxPHfS1Qzyq15SNQtIJi0Q6cLnmnHB/qrD/6NsGOWTOonHIjvYdxAM0mhpkKZIXJG2RKE2OsYet/6mrh3v2tVGpqVgmmQGIVCrEogl2+k8cy9YVjbOjL8QnA104CswhS6Ysi1WtPxOH7KvoavpJdf4m4OacWVQCdHd3U1ExcivwL37xC374wx8ihGDx4sX88pe/pL29ndWrV7N//34AfvKTn/CBD3xg1OPfe++9PPjgg1gsFhYsWMATTzyRk+dhUrxUNTSCEPj37WXusjONNmfCWBTBxVVlPOfv5i4pUfOVak5KX/S2gXd01XirvQoSA+OTRviXn+Gegc/h4+32t/nkKZ/MkbGjU0wRsu5+vVvV45yRZuXUYWjKPp1D9mx7AKeq8NezF2JPE01Lx9bXDvHS77Zzze1nUT5teLfi597by/t9IYKBLqZPK6z0slLqETIp5VohxDwgeXm3XUpZsM/2zjfuZHvn9qwe85TKU/jm8m+Ouaa/v5/m5mZCoRCHDx/mxRdfPGHNli1b+O53v8trr72Gz+ejs1NX+P7yl7/MV7/6Vc4991z279/PpZdeOqZ0ww9+8AP27t2LzWajqyv9iIupwM6dO1P78+bNM9CSyXPFFVek9seaZzkWVruD8mm1tO9vyZJVEyMbz2WVz8sfjnaxMdDH8nJ3tkwbG89AOK778NgOmaMK+kYeMA6DArFGKfarzuJxyMLhI0SFA1XN02tcBExLpuzTdFompOQ5f4CLKj2TdsYAqhsGCvtbe09wyKo0Cx3RGMFAoKAkL6C0i/oBEEI4ga8BM6WUNwoh5gkhTpZSPpN784qHoSnL119/nc9+9rO89957w4rHX3zxRT72sY/h8+kq1JWVerrjhRdeYOvWral13d3d9PSMrpS8ePFirrnmGj784Q/z4Q9/OBdPp+gIBE4MrRcrzzyTnX+t6sZZhjtk2XguF1eVoQnBs/5AHh2yzMYn2Vw+6IPwGHMvl1QvYd3+dXT0d1DlqMqmlWlRXC6i7Ufzes6JEEtI1GgbUYupQTaUoRGysdjcHaQtEmOVLzsOUmWdC0UR+A/0MPf0muH3aRa6onHCkTCOssJMWZZshAx4GNgInD3weyvwW6AgHbJ0kax8cPbZZ+P3+2lvb6emZvDNPJq4ZSKR4PXXX8cx0Kaejj/+8Y+sX7+ep556ijvuuIMtW7ZgseS3g8uk8PE1NrHrzQ1EwyE0m91ocyaMx6JyboWbtf4At86Znp8v7KHjk8bA4nYhDtmJhk+cZ5mkuaYZ0AViL2q8KGsmZoLiciFbCl+p/0AoQgUdWGzFW++YCzyqglNVaEvjkD3rD2AR+sVLNlA1hYo614idllVWCwkgbLUXXlF/kXdZZhLbnCOlvAuIAkgp+wHzEmYMtm/fTjwep6pq+NXwxRdfzJNPPklHRwdAKmV5ySWXcP/996fWJSNtI5FIJDhw4AAXXnghd911F11dXfT25nm0jElRUD2zCSkTdLSO3CmVD5566qnUNhkuq/bS0h9he1+eUhHOKlA06Bl7fJLi1LBE3URGGDCeZEHVAiyKxZC5lorLRbwIZlnuDIaopAOXvbBqkoxGCEGdVeNwmi7jtf4A55S7Kdeyd2Hua3DjP3BipqZy4Bz9dldBicLC0KL+Ek1ZAhEhhIMBkVghxBygON3PHJKsIQM9Evboo4+iqsOFIhcuXMi//du/ccEFF6CqKkuXLuWRRx7h3nvv5Qtf+AKLFy8mFotx/vnn8+CDD454nng8zrXXXksgEEBKyVe/+lXKywvrn8KkMPA1NgHQvn8vtXOMqasbWkM2GS6t8vJPtLLWH2C+O7NI8qRQlIzEYRWnRR8wHh15niWATbWxoHIBm4/mv45ML+ov/AjZrr4+5nGMKpdZ0H8809Ko9e/sC7ErGObv67MrfuCrd/P+hiMEuyM4ywZni1Zq+vda0OEsQIesuCNkmThktwJrgQYhxOPAB4Drc2lUMRKPxzNad91113HdddcNu83n8/Gb3/zmhLXXX389119/PTBcLPRPf/rThO00mTqU19Risdnw72sx2pRJU2PTOL3MyZr2AF9tylNay1ObtoZMcWi6Q5YYu7lmcfVifrfjd0QTUTQlf0NdFKcTGQwaLhCcjtaeg5yMpNxhqvQfT51N443A6FHONQPSFJdmKV2ZxDdQ2N/R2otzwaDG3mCEzFm4Rf2J/E43yBZj/ocKvVhjO7pa//XAr4FlUsqXc26ZiYnJpBCKQnVDk+GF/dlipc/LO739tIby9GGbQYRMqAI1UUZMju2QNdc0E4qH2NG5I5sWpiU1zzJY2FGyjqA+FcFupixPoNam0RaOIuXIkwzXtAdo9jiZbreOeP9E8dXrDTTtrcPTlsNSlgVX1K//DYq1y3JMh0zq74D/kVJ2SCn/KKV8Rko5ejuRiYlJQeGbqTtko32YFxOXVesf/mtHEKvMCZ7puuxFGiyUEWNsm5ICsfmWvyiGAeNSSnr79b+zzSzqP4E6m0ZESjqjJ2ZhDocjbOoJcll19iNVdpeGu9KG/8DwGuWkQxbxeLFYs+sEThYhFBTFWrQpy0xi2BuEEGfk3BITE5OsU93YRKinm75joxed55IVK1aktsky22njJKedNe35cshqIRyAyNjOjCYqSCgh4mNclde6apnmnJb3QePF4JB1ROPY4ro0h91upiyPZ5p19PFha/3dgB49zgW+es8Jhf1OVcGaiBMrG1n83GgUxVbSRf0XAquFEC1AH3qHpZRSLs6lYSYmJpNncIRSC+7K/GpgAVkfH7aq2sv9+9vojMZSV+o5Y6j0RdWJY5GSaKoeuYtGj6Gqo6fcmmuazQjZCOwa6LBEcZqisCMwVIts4XENLWvbA8xx2JjnHFvFf6L4Gtzse9dPNBJHsw42qbkiIULuwqofS6IotpKOkK0CZgMXAVcAlw/8NDExKXBSnZb79hprSJZY5fMSl/BCR3fuT1aWdMjGTltqluSA8bGjkEuql3C47zCHe9OnQbNFcThkYarwY7XVmqKwI5CaZ3lcp2UgGuO1rh5WVXtz9nerrvcgJXQeHP7+cYT7CTlcOTnnZFEUe+k5ZEIIuxDiK8A3gJXAQSnlvuSWNwtNTDJg5syZqc1kELvbjaeqGr9Bhf0vvfRSassGSzwO6mwaa/ORtsxQHDY1YHwM6QuAFfUrUIXKL7b+IivmZUIxOGQ7gyF8dJoaZKMwzaohOFGt/4WObmKSrKnzj4SvQY9Y+o8r7LcHewjanSM9xHBKNUL2KLAMeBc9SvajvFhUpBw5coSrr76aOXPmsGDBAi677DJ27NhBS0sLDoeDpUuXMn/+fJYvX86jjz6aetz27ds5++yzsdls/PCHPzzhuPF4nKVLl3L55ZdPyK6XX34ZIQT/9V//lbpt06ZNCCFGPF8++d73vpe1Y1VXV6c2k+FUzzSu0zKbNWSgC2Wu9Hl5qbObYDyRlWOOSobjkzS7ngqOhDrGXNdQ1sCVc67kyfef5Ejf2E5etlBc+pdmIXdZ7uoLUy06zPqxUdAUgc9qOUGLbI0/QI3VwtKy3DlGnio7Vrs6rLA/EY9j6+2hTyusgv4kpeqQLZBSXiul/CnwMeC8PNlUdEgpueqqq1ixYgW7d+9m69atfO9736OtrQ2AOXPmsGnTJrZt28YTTzzBj3/8Yx5++GFAn2d57733csstt4x47HvuuYf58+ePeu6mpqa09i1atGiYztkTTzzBkiVLxvEMc0M2HTKT0fE1NtF58ADx2Nhq38XCKp+X/oRkfefo816zgq0MNGf6CJlzwCHra097yJuX3EyCBA+981BWTExHMUTI9vT14pbHsJsdlqNSa9WGRchC8QQvdvaw0udFyWGaVwiBr8EzLELW39ONI9RLTx719MaDqthIxEvPIUu9+lLKWB5sKVpeeuklNE1j9erVqduam5s577wTfdjZs2dz9913c++99wJQU1PDGWecgaad+OZubW3lj3/8I5/73OcmZV9jYyOhUIi2tjaklKxdu5ZVq1al7t+8eTNnnXUWixcv5qqrruLYMT31smLFCr75zW+yfPlyTjrpJF599VUAQqEQN9xwA4sWLWLp0qWpdFQ8HueWW25h0aJFLF68mPvuu49169Zx1VUNa5UZAAAgAElEQVRXpc71/PPP85GPfIR//ud/Tk03uOaaawB47LHHWL58Oc3Nzdx8883E43Hi8TjXX389p556KosWLeLHP/7xpP4WU5HqxiYS8TidB1uNNiUrnF3uxmtRU4KYOUMIPW3ZPfb4JKuzAqQg0p++k3WGewYfm/cx/nvnf9Pak/vXQ52AQ5ZIRHh9w6W0HV2TK7NS9McT9ISOIJDYzJTlqNTaNI5EBvX3Xj3WQzCeyGm6Momv3o3/YB+JhC6dEwx04egP0icUoonCk9Mp1S7LJUKIZOWsABwDvye7LLMrC5wljnzve4S3bc/qMW3zT6H2X/911Pvfe+89Tj/99IyPd9ppp7F9e3obv/KVr3DXXXfR0zP5SMDHPvYxfvvb37J06VJOO+00bLbBrpzPfvaz3HfffVxwwQV861vf4vbbb+cnP/kJALFYjDfeeINnn32W22+/nRdeeIEHHngAgHfffZft27dzySWXsGPHDh5++GH27t3Lpk2bsFgsdHZ2UlFRwRe+8AXa29uprq7m4Ycf5oYbbuCKK67g/vvvT83t3LZtG7/5zW947bXX0DSNz3/+8zz++OMsXLiQgwcP8t577wHQ1TW2AKfJiVTPHOy0TO4XM5oi+FBVGc93BIglJBYlh4Xgnrq0ETLVZUM97E6bskxy4+Ib+f2u3/Pg2w/ynXO/kw0rR0U4HCDEuByycPgIweAu2tufY1rNqvQPmAR7+8NUojuyZoRsdOpsGn/tHkw7r/EH8KgKH6jIfVeqr8FNLBynu72f8mlO+gJdOEK6LceiMWpshRUpU1Q7sUhm/4uFxqgRMimlKqUsG9g8UkrLkP2CdMaKhUxEOp955hlqampGdPS+8IUv0NzcTHNzM4cOHUrtf/e73x31eJ/4xCf47W9/y69//Ws+9alPpW4PBAJ0dXVxwQUXAPpop/Xr16fu/8hHPgLA6aefTktLC6CPbvrMZz4DwCmnnMLMmTPZsWMHL7zwAqtXr8Zi0f38yspKhBB85jOf4bHHHqOrq4vXX399WHQuybp169i4cSNnnHEGzc3NrFu3jj179jB79mz27NnDF7/4RdauXUtZ2chvva1bt6Y2k+FU1M1AtVgM6bQ8/fTTU1s2Wenz0hmN85dAb/rFkyGT8UlOfXzSWAPGh1LjrOHqk6/m6T1PszeQ29dEKAqKwzEuhywU0h3QQGBTrsxKkRwqDmCzmRGy0ai1aXREY4QTCeJS8py/m4uryrDmYRyWr14fodQ+oEfWH+jCGdLfTx3Rwkue6TVkpRchK0rGimTlioULF/K73/0u4/WbNm0asy4M4LXXXuOpp57i2WefJRQK0d3dzbXXXstjjz2WilCBXkOWjDKNRW1tLZqm8fzzz3PPPffw5z//OSNbk5E0VVWJxfR/vtEcSinliO3XyYiY3W7n4x//eMphO/6x1113Hd///vdPuO/tt9/mueee44EHHuDJJ5/k5z//+QlrggVctGw0iqpSVT/TkE7Lv/71rzk57oVVHuyKYK0/wAcqPDk5B6BLX2w/AlLqKcwRUFwaatRNNDZ2l+VQ/m7R3/Hkjif5z83/yV0X3JUta0dEcbmIjytCpjugoVAr4XA7NlvuGmV29emSF2COTRqLWuug9MXhcJSOaIxVOVDnH4nKOheKIvC39jJv2bRhEbLOgnXISq+GzCRDLrroIsLhMA89NFio++abb44oitnS0sItt9zCF7/4xTGP+f3vf5/W1lZaWlp44oknuOiii3jssccmZee3v/1t7rzzTlR1UODP6/VSUVGRqg/75S9/mYqWjcb555/P448/DsCOHTvYv38/J598MpdccgkPPvhgynHr7NQjBtOnT2f69Ol85zvfSQ1LB9A0jWhUL1W8+OKL+d3vfsfRo0dTj923bx9+v59EIsFHP/pR7rjjjpx9wZc6RnZa5gKXqnJ+hYc1/kBux0J56iDWD6HRU+Wq04Ia8RBLM2B8KJX2Sq6dfy1rWtbwfuf72bB0VBSXa3wRsvBgijbQndv/t13BEI1qF6rqxmLJoWNd5CS1yI6EozzrD2AVgosq85OoUjWFijpXqtMy2B3AFdEdnpHGORmNqtiLdrh4yUXIjEAIwe9//3u+8pWv8IMf/AC73U5TU1OqDmv37t0sXbqUUCiEx+Phi1/8IjfccAOgy2UsW7aM7u5uFEXhJz/5CVu3bh01NTcZzjnnnBFvf/TRR1m9ejXBYJDZs2enOkBH4/Of/zyrV69m0aJFWCwWHnnkEWw2G5/73OfYsWMHixcvRtM0brzxRv7xH/8RgGuuuYb29nYWLFiQOs5NN93E4sWLOe2003j88cf5zne+wyWXXEIikUDTNB544AEcDgc33HADiYQucTBSBK3UuPXWW7N+TF9jE1teWUewO4CzLH8K22+99VbOjr2y2sv/dnTzXm8/izw5av1PSV8cAcfIo2KEpmKJlRGSe8Z16OsWXscT25/ggc0PcO9F907W0lEZr0MWDh1GVV0kElECgU3UVF+aM9t2BcOcrnZis5j1Y2ORUuuPRFnbHuDcCjcei5rmUdnD1+DmwDb9AjvY1UWlVXcdCjVCNtYYs0LGdMiyxPTp03nyySdHvK+/v3/Ux9XW1tLaOna31Vg6Tsm6rvE+9rbbbkvtNzc3s2HDhhPWvPzyy6l9n8+XOpfdbueRRx45Yb3FYuHuu+/m7rvvPuG+P/3pT9x4443Dbrvzzju58847U79/8pOf5JOf/OQJj51qUbGhr022SI5Q8u9vofHU/EmeZLt2bCiXVHlROMAafyCHDtkQtf6a0csMkgPGR0vbj4TX5uW6hddx/+b7ec//Hqf6Ts2GxSegO2SZp/RD4cPY7TNQVWdO68gSUuoq/WqHWdCfhmSE7OXOHvaFIvzjzJq8nt9X7+b9DUcIdkcIdndRZddLWQrTISvt4eImJpPi9NNP55133uHaa6812pQpS/XMJgDa97UYakc28VktLPe6cqvan3TIuscu7LeIchAJYrHxdURfu+BaKmwV3L/p/olamJZxR8jCh7Hb6/B6l9LT827O0j8Hw1H6EwlciXZT8iIN5RYVmyL4fdsxBHBpVX7nSPoa9HRy294OjuzagW9aLR5VKcyiflUfnZTTUoYcYTpkJjln48aNrF+/fpjUhkl+cXrLcXrLad9fGjMtk6yq9rK1L8S+/hxdEWeq1p8aMD6+dnuX5uLvF/09rx16jY1tGydkYjrGXUMWOoLNVou3bCmJRJje3uzKCCXZ1RdClTHUmBkhS4cQglqrRighWVbmyrvUhK9el9d47+V19Pd00/yhVVRqloKsIVMUG5BAyuITwjYdMhOTKUL1zFmGzbTMFSsHhDHX5CpKpjnAXp5Wi0zT9HmW0TTzLEfiEyd/gmpHNfdtui8nV/WKy5Xx6KREIkw02oHdpkfIAAKB3JQM7AqGqaATTFHYjEjWka3MU3flUOwuDXeFjZbNL1Azaw71CxbpDlmk8CJkqmIHKMq0pVlDZmJSYFxxxRWp/aeffjprx/U1NvH2c38kEY+jqPkpCD7ppJNS+zt27Mj68Wc6bCx023motZ13e0ev1bQIwS2zammwT2D+Xtn09BGyDAeMj4TD4uDGxTfyvb98jw2HN3D29LPHb+MYjCdCFg7r495stjrs9unYbLUEAptoaLg+qzaBrkHWqHZB3BSFzYRkHVk+1PlHwu5sxR/0s+zy6xFCUKlZaI8UXhRKj5BBPBHGQnF17poOmYlJgfHMM8/k5LjVjU3EohGOHTlE1YyGnJzjeHbu3Jnzc9xYX809+9rY2D2607G/P0KN1cK/zZnAAOsMxGGtyQHj4YkphH903kd5+L2HuX/T/ZxVd1bGjQGZoLicyFAIGYshRtAAHEpSFDapCeYtW0qgOzeF/a939XKuvRv6TFHYTFjp82JXFGY7jSn96Dn6OihuZi3VLxiqrCrb+0a/CDKKpENWjPMsTYfMxGSKkByb5N/fkjeHLB9cXVfF1XVVY675xOZdrPUHJuiQ1UH72FphVkcVRCESnJhDZlWtrF6ymlv/fCuvtL7CioYVEzrOSKQGjAeDqGnkdJKisLaBiJXXu5Sj7WsIh49is2Wvs29XMMTOYJgvVfVCnykKmwkfnlbBh6eNLL2Sa9r27CJwdBcWx/l0HQ1RO8tW4DVkxZmyNGvIssSRI0e4+uqrmTNnDgsWLOCyyy5jx44dtLS04HA4WLp0KfPnz2f58uU8+uijJzz+zTffRFXVcSn+J0mOUlqwYAEOhyM1SmkixxpKU1MTfr+uou12535m2mSYO3duait2nnrqqdSWTSpnNCAUJa+dlu+//35qM5KVPi87g2F29k1An8hTq9eQDWjhjYTF6UbENSL9E5+hd8WcK6hx1PDMnuxGSBWnLgmSSdoyKQo71CGD7I9RSnbGztFMUdhi4K1nfo9md6DaFqUEYqs0C/2JBMH46P8XRqCoSYes+LTIzAhZFpBSctVVV3HdddfxxBNPALB582ba2tpoaGhgzpw5bNqkf6Dt2bOHj3zkIyQSiZQ4bDwe55vf/CaXXjqyAOMjjzxCS0vLqPpUyVFKLS0tXH755RmNUio1ysvLjTYhawytIcsmFk2jcnp9Xjsth9aQGclKn5d/3XmQtf4A81z28T3YUwcyDn3t4Jk24hLVZUU94plwyhJAUzRml8/mcN/Y6dHxkoqQZeCQhUOHsVjKsFj0x3g8CxHCSqD7r9TUZE8gdo0/wBKPA0vsaMr5MylMuv3tvP/6qyxdeQW7Nrvwt+oOWaWmuw/HojGc6gRqM3OEGSGb4rz00ktomsbq1atTtzU3N3PeeeedsHb27Nncfffd3HvvoDL3fffdx0c/+lFqanIr9tfW1sZVV13FkiVLWLJkSWqe5WOPPcby5ctpbm7m5ptvJh4fPQx9+PBhzj//fJqbmzn11FNTI5dMioNS7LTMhOl2K80eJ2v8E+jGHCoOOwqK04Ia9dDR+yJvvHHlqNvGv36aaHT0EUu1rlqO9I7d0TlexuOQhcL/j73zDo+qTPvwfaakTZJJbyQhhJ46JFSRUIIURRREQJAqCiqIu6urrmtZFvezYe/uih0QBSu9SZMWCCEhdAKkkkJ6m8yc748hQyAzk5lkkkxk7us6l2HOOe95T5zMPOd5f8/vybkuQJJIHHFzi6SkxHoPeXk1apJKKxnro6SmOse+XGnjHNmgKyyKv/0ufIJdKbjaZNxLrisMsjVzWHuVpQ2x67tT+pSqtfAJcWXIZONP+qmpqRY5ksfFxXHihM7bJysri7Vr17Jt2zYOHjzY4rma4rHHHmPo0KGsXbsWjUZDeXk56enprFq1ij179iCXy3nkkUf45ptvmDlzpsExvv32W0aPHs2zzz6LRqOxN/XuYPiEhnFiz+/UVFbg6KJo7+m0KWN9lPzf+RxyamoJdLTgiV4fkBkPlKQKOZ4XR1KjOonUybDoWqupoejKbgoKthIYeI/BYwIUAeRX5aPWqpFLrOM1JbUkQ1bTOEBSKvuQlfUNWm0tEknLMyEbrwbFY3yV5Gfm4u3as8Vj2mkdaiorSdmygR4DBuPu64dPSDHHd2ej1Yr6DJmt6ciuVVnalyztmEFDr6HHH3+8UcNvgMLCQhITEwFdo+3a2lp+/PFHQNcAPDo62uLrbtu2jS+//BIAqVSKUqnkq6++IikpiX79+gG6Nk+mMnX9+vVj7ty5qNVq7r77blQqlcXzsNN+6B37L2YQ3CuyfSfTxozx1QVkGwtKmd3Jx/wT3c3JkMlRZg9BqZqJW0ywwWNEUcuu3QMpLNplNCALVAQiIpJfmU+QazMKEAzN7WpApjEnQ1adi5vb9S2clO4qLl36jPLyE7i7x7R4PusLSgh3dqS7k4Ss2nyc7BWWNkvq9k3UVlXSd9wEAHyC3air1VJyuRIvN9vsZymxZ8hsB1OZrNYiMjLSIgH9kSNH6N1b1xfv0KFDTJ06FYCCggLWrVuHTCbj7rvv1mvBmtKQtQRRFJk1a5bZTbsTEhLYuXMnv/32GzNmzODJJ580mk1rS44ePar/OTa27Xo1tgZBQde+iLOzs606tr6n5YW2Ccha814spYeLI12dHdmQX2JZQKbwAwSTAZngJAUJaCuNfzkJggRv7yEUFu5EFLUIQmPFSICLbrkwpyLH6gFZUxmyhqawDWloENvSgKy0TsPuK+U8GOxLbW0BOlNY29aQ5V/MIHnDr4yYOx+prG0d8tsTrUbD4fU/06lXJAHddN+rPiG64q6CzHK8YnSVzbbWPqkj217YNWRWYMSIEdTU1PDpp5/qXzt48CC///57o2MzMjJ44oknWLRoEQDnz58nIyODjIwMJk2axAcffMDdd9/dKvNMTEzkww8/BHSFBKWlpSQmJvL9999z+fJlQJeNu3DhgtExLly4gJ+fHw8++CAPPPCAzTT+VqvV+q2jk5OTo9+sjauXN04K1zYT9rfmvViKIAiM8VWyu7iMEku+RKQycPUzHZAJAhJnOdpK0+8/b68E1OoiyspSDe4PUOiCk9wK6+nIzA3IGprCNqShQWxL2VZYiloUGeur1Fts2HqGbPvyj0nZuoGsE8fbeyptyqn9eyjNv6zPjgF4BSqQSAUKLpXjIZciYIsZMruo/6ZGEATWrl3L5s2b6dq1K5GRkbz44ov67MDZs2f1theTJ09m0aJF+grLtuTtt99m+/btREdHEx8fT1paGhERESxdupRRo0YRExPDbbfdZvLLc8eOHahUKvr06cMPP/zA4sWL2/AO7LQUQRDw6RxG/k0o7AedjqxOhK1FljUB11tfmEDiImsyIPPyGgxAYZHhYpj6gMyalZYNfchMUV19NUAyILK3lkHsuoISfB1kxLu7UH2D55ktcjH1KJeOHwMgI6V1DHJtEVEUSfp1LZ6BQXSN769/XSqT4BWk4NSBXPLOlOApl1JoY+2TpNKOG5D96ZYs24ugoCC+++47g/uqqsxzM/78888Nvj579myzzg8LCyM11fCTN4C/vz8//fRTo9enTJnClClTGr2ekZGh/7m8XFcoMWvWLGbNmmXWfOzYJr6hXUjdsQVRq0WQtO4zWVZWVquObylx7i74OchYn1/CREtMNt2CoDTT5CFSNwc0JbUmj3Fw8MHNLZLCwp10CXu00X4XuQvuDu5WzZAJTk4gkZiRIbveg6wh1jCIrdFq2VpYykR/TySCoL+erVZZiqLInlVf4+rljZu3DxlHD5MwbXZ7T6tNyDqRRu7Z0yQ+8Eijz4ih03qy+X9prH3jME4TvSmssa2ArCOL+u0ZMjt2bjJ8QsNQV1dRkn+51a8VFBSk32wBiSAwxkfJtqJSqi0xtHQLgNIm+lkGKlDnViBqTDcI9/JKoLT0CHV1hrN0gYpA8iryzJ9bEwiCcLWfZRMZsiYCMmiZQezuK+VUaLT6hvDV1Tk2bQqbkZxE9ql0Bk6cQtf4AeRnnKOi2PJepR2RQ7/+iJObO5FDRzTaF9BFydTnBhA9NBjplVrSzxSRfdp2fi/2JUs7dux0GK5VWradQawtMcZHSYVGy+5iC+xx3AKhsgDqjGfA5MFuiGotdfmmAx9vrwREUUPRlb0G9wcoAqxvDuvi0nSG7AZT2IY0NIhtLhsKSlBIJdzqqROGV1VdsO3s2Hff4O7rT9Tw2wiLjQPgwk2wbHklJ4uzSftR3TYWuaNhE2W5o5SEqT0ID3GnQiawdtkRdq06hbqm/S0wBEEOSOwBmR07dmwfn+DOIAgUtGELJVtisKcrrlIJ6/ONG7Q2ot76otx45sqhky7QqM00HegplX2QSl0pKjSuI8uttL45bFMBWXVNjlGB/TWD2OYFJBpRZENBCYne7jhKJGi1tRQXH8TDo1+zxmttzh7aT9650wy6ZypSmRy/sHCc3ZVkHLWNIqbWJOm3n5BKpahGj2vy2GBPZ7ReDkQPDyZleyYrlx5o92yZIAhIJI5oNfYlSzt27Ng4cicnPAMCb9oMmaNEwkhvdzYWlKIRTS8v6jHDrV/m44zgIKE2y3TBgEQix9NT50cmGrh+gCKAkpoSKtXWM102JyCrqckxaUGhVPahrOwYWq1pnZwhDpdWkl9bx+1XlytLSg6j0VTg7ZVg8VitjajVsue7r/EMDCIiQbdkJ0gkdI5WceFYMqKJnqYdnZLLuaT9vpXeQ4aj8GhaY+kll3GlTsOQyd25+699QBR12bLvTiFqzfzbagWkUqdmvU/bG3tAZsfOTYhPaFibtFByc3PTb7bEGB8lBeo6kkqaNksFwP2qBq7EuLBfkAjIg1xRZzW9FOrtlUB1dSaVlY2DYr31hRWzZGZlyKpzTVY8KpV90GprKStPt/j66/NLkAsCI7zdAV2VqSDI8PQcaPFYrc2p/XsouJjBoEnTkDQw7A6LjaOypJjLF/6cDzKZJ9L45tm/IZXJ6Dd+klnneMllqEWRco2WTj08mfrcACIGB5KyLZOcs81oU2YlJBJHu6jfjh07HQPf0C5cyc1BXd26H1rl5eX6zZZI9HZHLgisM7e3pUdn3X+LjXv0gW7ZUp3TtLDf21vX57aoaGejffXmsNb2IjMVkBkzhW2I0v2aQawliKLI+oJibvV0xV12tf9h4S6UyjibE/RrtRr2fvcN3sGh9Lzl+l7EnWN09/9nXLZM+30r3//7WZwUCqa9tAyvoE5mnXetfZKu0lLuKKX/+HAA8i9aaC1jRSQSB7uG7GYmNzeXqVOn0rVrVyIiIrj99ts5deoUGRkZODs7633I+vfvzxdffKE/r6SkhDvvvJPY2FgiIyNZvny5xdd+9NFHUalURERE4OzsjEqlQqVSWdQ9wBBhYWEUFBQA4Orq2qKx7NgWvp27gCiSl3G2vafSLrjJpNzq6cqGghKDy4aNcHQFF2+4Yjogk3dyNUvY7+wcirNzZ4N+ZIGuuqDImpWWEoVpUb8xU9iGODkFNssg9mRlNeerahl7dbmypraAsvI0vL2GNHFm23Ni9+8UZWdyy73TkEiub2fn6umFb2gYF/5EAZlWq2HnN8vZ8MGbdOoVwX1Ll+EVZLj1lyHqG4w3dOtXKB1RKB3aOSBz6pABWav6kAmCMAZ4G5AC/xVF8eUb9v8VmAfUAfnAXFEUTX/i2SCiKDJhwgRmzZrFypUrAUhOTiYvL4+QkBC6du3KkSO6D7Fz584xceJEtFotc+bM4f333yciIoJffvmF/Px8evbsyfTp03FwuNbEt6nWSe+//z6g8w0bN26cvuXSzUR9Kyo75tGpVwQIAplpx1q1hVJpaWmrjd1SbvdV8uTJTE5UVNPb1bnpEzxCm86QBesyPrVZ5cgDTDdv9/ZOIDv7e7TaGn2pPoCfix8CgtXNYU0FZKZMYRuiVMZRWmrZ58uGfF0WcvTVgKy+mMHLxgIyTV0df3y/At+wcLr3v8XgMZ1j4zi87mdqq6twcDLjPWPD1FZVsu69ZZw9tJ/Y28YyfPZ8pDLLQgJvIw3GfUPduNyuAZkjWvuS5TUEQZAC7wNjgQjgPkEQIm447AjQVxTFGOB74NXWmk9rsn37duRyOQsWLNC/plKpGDKk8QdOeHg4b7zxBu+88w6gqwgpKytDFEXKy8vx8vJCZuEfhbnk5eUxYcIEYmNjiY2NZe9eXdn9119/Tf/+/VGpVMyfPx+Nxnjpck5ODgkJCahUKqKioti1y3ClWFujUCj0m52mcXZzx7dzFy6mpbTqdWxVQwYw2luJgM6OwSw8OjeZIasX9purI9NqqyguPnTd63KJHB9nH6suWUqbCMhMmcI2ROneh+rqLGpqzPewW1dQQry7C/6Ouj6QRUW7kMu9cHOzreb2ab9vpTgvh8GTpxs1TA6LjUOrqeNS2rE2np11Kc2/zMrn/865pIOMmDOfxAcesTgYA/ByMNxg3CfUjeLcinazwdBVWdozZA3pD5wRRfEcgCAIK4G7AH1DMFEUtzc4fh9wf0svuv3zT7h84VxLh7kOv87hDJ/9kNH9qampxMfHmz1eXFwcJ06cAGDhwoWMHz+eoKAgysrKWLVqFZJWck9/7LHHGDp0KGvXrkWj0VBeXk56ejqrVq1iz549yOVyHnnkEb755hujDcO//fZbRo8ezbPPPotGo6GyiXYsdmyX0MgYkjf9Rl1tLbIGGdmbBT9HOfHuLqzPL+EvYWa07/HsDCfXgVYLRv5G64X9tWYEZB4eAxAEOYVFu/QtleoJVARaPUMmqtWItbUIBv5f12fImgzIGhjE+vmNbvK6WdW1pJRV8Wy4LvMmiloKi3bh7TXEYHP19qJOrWbfmpUEdOtBeFx/o8d16hmBzMGRjKOHr2sp1JHIPpXOT6+/hEatZuIzL+o91pqDXkN2Q/sk3xA3RBEKs8oJCFe2aL7NQSpxQqMxs2DHhmjNv4hOwKUG/868+poxHgDWt+J8bIaGmpWNGzeiUqnIzs4mOTmZhQsXUlpaSmFhoV4L9vzzz/PRRx/p/33sWPOezrZt28bDDz8MgFQqRalUsnXrVpKSkujXrx8qlYqtW7dy7pzxgLZfv34sX76cF198kWPHjtlk5sOOeYRGxaJRq8k+daK9p9JujPX1IKW8isxqM0rkPTqDptak9QVcFfZnlzcp7JfJFHgo4ykqbCzs91f4t06DcSMPUDU1uUZNYRvi5hZhkUFsffbxdl/dl3JZ+XHU6iKbW65M3baJsoJ8Bk++H0EQjB4nc3AgJCKKCykdU0d2+sBevvvXMzg4OXPf0tdbFIwBuEklyITGGTLfUN33QnvpyCRSRzR2Ddl1GHpXG/yEEgThfqAvMNTI/oeAhwBCQ0NNXtRUJqu1iIyMtEhAf+TIEb3mafny5Tz99NMIgkC3bt3o0qULJ06coH///notWFMaspYgiiKzZs3i//7v/8w6PiEhgZ07d/Lbb78xY8YMnnzySaPZNDu2TadekQgSCZfSjhIaFdPe02kXxmcRK/cAACAASURBVPoo+ffZbDYUlDAv2Nf0wZ71lZYXQWn82bKhsL8pHZmXdwJnz75KTU0ejo7++tcDFAHsztqNKIomAwRz0QdkFRVIPTwa7TdlCnvdOBJH3C0wiN1QUEJ3F0e6uugc3/X6MW/bCcjUtTXsW7uKTr0i9JWUpgiLjWP7F59ScjkXpZ/tNka/kdrqKjZ/+j4+oWHc848lOLu5t3hMQRDwksuuE/UDuHo64uQqb7+ATOLYIUX9rZkhywRCGvw7GMi+8SBBEEYCzwLjRVE0+BsURfETURT7iqLY19e3iQ/NdmDEiBHU1NTw6aef6l87ePAgv//+e6NjMzIyeOKJJ1i0aBGgCzC3bt0K6DReJ0+eJDw8vFXmmZiYyIcffgiARqOhtLSUxMREvv/+ey5f1mlCioqKuHDBuE7mwoUL+Pn58eCDD/LAAw9w+LBtPCkeOnRIv9kxD0cXFwLCu3OxFfUwgiDoN1sk3MWRHi5OrM83Q0fmEab7rxnWF4BZy5b1xqg3VlsGKgKpqquipMY6Xk4SFxcANEZ0ZE2ZwjbE3UyD2CvqOvYWl+urK0F3n66uETg6+Jg589YnZfN6Kq4UMXjKDLPep52vZpUyjnasNkpHNvxKVWkJI+bMt0owVo+XXNZI1C8IAr6hbuRfas+AzC7qb8hBoLsgCF0EQXAApgI/NzxAEIQ+wMfogrHW73TcSgiCwNq1a9m8eTNdu3YlMjKSF198Ud9Q+ezZs3rbi8mTJ7No0SLmzJkDwHPPPcfevXuJjo4mMTGRV155BR+f1vmwevvtt9m+fTvR0dHEx8eTlpZGREQES5cuZdSoUcTExHDbbbeRk2N8SWbHjh2oVCr69OnDDz/8wOLFi1tlrnbahpCoGHLPnKS2uqq9p9JujPVVsq+kvNGySyM8rj5fNiXs93UxW9jv6toLBwffRm2UrG0O2zBDZgidKax5fSXNNYjdUliKRoQxV5cr6+rKKClJsim7C61Ww6Ff1hAaFUNIRLRZ53gFBePm7duh/MhqKis49PMPdOnTl6Ae1q1I1wVkjf92fEPdKMqqoE7d9sL+jpoha7UlS1EU6wRBWAhsRGd78ZkoimmCICwBDomi+DPwGuAKrL76ZHJRFMXxrTWn1iQoKIjvvvvO4L6qKuNfdkFBQWzatMnk2LNnzzZrDmFhYaSmphrd7+/vz08//dTo9SlTpjBlypRGr2dkZOh/rjf2nDVrFrNmzTJrPnZsn5DIGA78uJqsE8fpojK/MOXPxFgfJW9fyGNLYSmTA7yMHyhz1LVQaiJDJkgE5IHmCfsFQcDL61YKC3cgihp0xem6DBnozGF7efUy/2aMcC0ga6whu2YKa16GrKFBrNI91uhxGwpKCHSUo3LTZeeuXNmHKNbZ1HLlpdRjlF8pskjqIggCYbF9OPnHbjR1dc2qTmxrkn77ieqKcgZPbnHdXCO85FJOVjTORvmGuKHVihRlV+DX2XoZOXOQ2n3IGiOK4jpg3Q2vPd/g55GteX07djoiP//8c9MHWYlOPXsjkcq4mHq0VQIys0xX25lYN2cCHeWszy8xHZCBWdYXoFu2rDiYi6gVESSml8G8vRLIzV1LaVmqPsCpz5BZq9LSVIbsRlNYrSjy/Jksk4UOEyW+bL64m13FBmW/AOwoKmNqoDeSq8uAhUW7kEpd8FDaTuCfvns7Ds4uJisrDREWG8exbZvIOXOyVX38rEFVeRlJv/1It36D8A/vZvXxvQ1oyOB6YX9bB2QSiSMau+2FHTt2Wsqdd97ZZteSOzoR1KNXh/dVagmCIDDGR8nKnEIqNVpcpCaUHJ6d4cLeJseUd3JF3HtV2O/fhLDfazAgUFS4Ux+QeTl5IZPIrFZpaSogu9EUNrm0kv9mFhDm7IDCyO/igqQXobVHya6qQCPIDR7TS+HM/YHXAtyiwl14eg5CIrENixV1TTWn9u+l56AhFtu+hEapEAQJF1KO2HxAduiXNdRWV3HL5OmtMr6XXEaxWoNGFJE20OC5+zjh4CxrF2G/ROKIKNYiilqbsldpCntAZsfOTU5IZAz7flhJdXk5Tjdpi6zbfZQszypgZ1GZXvNkEI/OcGw1aNQgNRyIADgEXxX2Z5Y3GZA5OHjj5hZFYdEuunTRFftIBAkBLgFtlCG73hR2fUEJMgE2xPfAQ274K6KwcC7JR+fw38BDhIbMafL6lZUZVFVfJCR0bnNvweqcPbQfdXUVEUOGWXyuk6srAd26k3H0cKssA1qLytISjqz/hZ4Db8U3NKxVruHtIEMLlNRp9L5kUC/sd22fgEyqq+rVamuRXv25I9BxQkc7duy0CqGRMYiilsx04/rDPzsDPVxRyqSsb8q137MziFooyTR5mMzXBUFunrAfwNtrCKWlydTVXfvyClAEWK2fpTkZsvqAbENBCbd4uBoNxkDX9snLawjnz7+LWt10JWh9FaktCfrTd+/A1duH4N5RzTo/LDaO3LOnqSqz3fZgB376nrraWgbdO63VrnFjg/GG+Ia4UZhVgUajbbXrG6I+C9vRKi3tAZkdOzc5Ad17InNw5FIrtFEqKyvTb7aMXCJwm7c7mwtLqNOa0L151HuRmSHsN9OxH3R+ZKKooajo2nJogCLAakuWgoMDyGRGM2T1prCnK6o5XVnDGJ+m3dW7dXuaurpSMjLeb/LYosKdODuF4uIS1pzpW53K0hLOJyfR+9ZhRtskNUVYbByIIheO2Wbv4PKiQo5u/I3eQ4bh3Smk6ROaSX2D8Rvd+kGnI9PUabmS07YdXep7w3Y0Yb89ILNjx8YICgrSb22BTC6nU6+IVulr6e7urt9snTE+SorUGvaXmAiiPK4aU5sp7FdnlyOaCvCuonRXIZW6Ulh0zbswUBFIXmUeGm3LbQMEQdA1GDfg1N/QFLbeWd+cgMzNtReBgZO4lPklVVUXjR6n1dZypXifTVVXnty7E1GrJeLWYc0eI6BrDxwVCi6k2KYf2f4fV6PVahh0z32teh0vIw3GoaGwv22ziFKJbplSo7FnyG5KpFIpKpWKyMhIYmNjeeONN9BqrZOm3bFjB+PGjTO479ChQzz22GP64+obhgN89NFHfPnll2ZfJzc3l6lTp9K1a1ciIiK4/fbbOXXqlMlzXK9qjjIyMoiKal7q38715OTk6Le2IiQimoKLGVSWWseItCMy3NsNJ4lgutm4eycQpE1myOB6x/6mkEjkeHkOoqhwl74yNUARgEbUUFBVYPY9mLyGwsVIhuyaKez6ghJUbi4EOZkncu8a/hcEQcaZs68ZPaa4JAmNptK2lit37cC3cxd8WqCrkkilhEbFknH0sM1VE5cWXObY1g1EDhuJR4B5/nLNxdSSpYefC3JHKfkXzcsUWwt7huwmx9nZmeTkZNLS0ti8eTPr1q3jX//6V6tes66ujr59+/LOO+8AjQOyBQsWmN3WSBRFJkyYwLBhwzh79izHjx/nP//5D3l51tGw2LFtQqN01X3WrrZ0dXXVb7aOQiolwdONdfklxr9gpTJQBpuXIQs237EfdMuW1TXZVFbqesla2xxWqlAY1ZA5OgaSW6PmcGnldc76TeHo6E/n0Ae5fHkdJSWGjVKLCnchCDI8PQc1e+7W5EpOFjlnTtJ7yPAWjxUWG0d5USGFmcYzhO3BvjWrABg4sbG/pLWpD8gMWV8IEgGfkLYX9l8T9dsDspsePz8/PvnkE9577z1EUUSj0fDkk0/Sr18/YmJi+PjjjwFdADVs2DAmTZpEr169mD59uv6LYMOGDfTq1Ytbb72VNWvW6Md+8cUXeeihhxg1ahQzZ87UZ88yMjL46KOPePPNN1GpVOzatYsXX3yR119/HYAzZ84wcuRIYmNjiYuL4+zZs9fNefv27cjlchYsWKB/TaVSMWSI7qn2tdde08//hRdeMHn/aWlp9O/fH5VKRUxMDKdPn275L7UJYmJi9FtHJysrS7+1Ff7h3XBwduZS2lGrjttRNGT1jPFVklWjJrXcROcCz85mZcgsF/bXt1HSNRu3theZ4NI4Q6bR1KBWF+HkGHBtudJUlakBQkPn4eDgy+nT/zEYyBYW7UKpjEcms42gPH33DhAEeg1OaPFYYfo2Srbj2l+cm0Paji1EJ47B3cev1a/nIpXgLBGMdrrwDXGjILMMrRlL99aio2bI/ny2F+ufhlwreyoFRMPYly06JTw8HK1Wy+XLl/npp59QKpUcPHiQmpoaBg8ezKhRowBdo/G0tDSCgoIYPHgwe/bsoW/fvjz44INs27aNbt26NXLRT0pKYvfu3Tg7O7Njxw5A59K/YMECXF1deeKJJwD0PTIBpk+fztNPP82ECROorq5utJyamppKfLxhw8ZNmzZx+vRpDhw4gCiKjB8/np07d5KQYPgD7aOPPmLx4sVMnz6d2tpaNJrWb53hYKGPkC3TVtqxhkikUoJ7R3Ex1fo6so7EKG8lEi6xvqCE6KsO843w6AynNjY5ll7Yn2leQObsHIyra2/On38bN9dIAhQ6h35rVVoaypDpLS+cAtmQV0JXZ0d6uDhaNK5MpqBr+F9JP/EMl/M34O83Fq1WQ+r2LZSXXKDK4zjyqtv444cVjc71Cgqhx4Bbmi2stxRRFEnftYPQyBjcvFreos7dxw+voGAupByh77gJVphhy/njhxVIJFIGTJjcZtc01GC8Ht9QN+q2aynOq8Qr0LQFjLWwB2R2GlH/tLhp0yZSUlL4/vvvASgpKeH06dM4ODjQv39/goODAV1GKiMjA1dXV7p06UL37t0BuP/++/nkk0/0444fPx5nZ2ez51FWVkZWVhYTJug+MJycLPNl2bRpE5s2baJPH13LlPLyck6fPm00IBs0aBAvvfQSmZmZTJw4UX8fdmybkMgYzh0+SFlRgVW+rDoiPg4y+isVrM8v4e9djGhvPDtDxWVQV4Hc9N+hJY79ADHRH5N8dA7JR2cREfEmLjIXq5rD1uXnX/dafUCmkfqxu7iM+SF+zWoEHxh4DxcvLefsmVfx9Unk4E8/snvll3h2L6bzCEhdd5qqAsNWIf7h3Rg64wGze0m2hJzTJynOy2GAFZfyOsf24diWjahra5A7WBbMWpvCrEuk79pB3O3jcfVsouuEFTHUYLyeho79bRWQSe0BmY1gYSartTh37hxSqRQ/Pz9EUeTdd99l9OjR1x2zY8cOHB2v/QFLpVLq6nRPGaY+FBUKy97U5ghOIyMj9QGjofOfeeYZ5s+fb9b1pk2bxoABA/jtt98YPXo0//3vfxkxYoRFc7bT9jTUkUVYQV/TURnrq+SFM9lkVNUQ5mzgC1ZvfXERfHuaHMsSx34AZ+dO9I1fRfLRB0lNXchtHoHWM4d1UaAxkiFLqnajTsQi/VhDBEFK927PkHx0DseT32DPd3vpeUsCYYnZFF3Zw/x3NjRyTBe1Iqf+2MWuFV/y3b+eoWvfASRMn4NXUHDzbtAM0ndvRyZ3oHv/W6w2ZlhsHEfW/0JWepp+CbM51FRWInd0RCKVNnuMP1Z/i8zBgf53TWr2GM3BWINxAM8AF6RyCfmXyug5wLx+qS2lPkOmsfuQ2cnPz2fBggUsXLgQQRAYPXo0H374IWq1GoBTp05RYUBcW0+vXr04f/68Xue1YkXjVL8h3NzcDGp13N3dCQ4O5scffwSgpqaGyhvK30eMGEFNTQ2ffvqp/rWDBw/y+++/M3r0aD777DN9g/GsrCwuX75sdB7nzp0jPDycxx57jPHjx5OS0vrLYLW1tfqto5Odna3f2hLf0DCcXN24mGo9HVl73UtLqLd82JBvpNqyPiAz0/oCzBf2A8jlnsT1+Qof7+EMd86mU+0hq1TxSRSKRs3F601hNxY74ecgI87dyDKtGXh7J+ChHEz25eUoA5QkPrCAoit78PYaglQqRyKRXrdJZTJ6DxnOnLc+4tapM7mUlsLnf3uErZ992CrVvpq6Ok7s3UXXvgNwdGn+fd5ISO9opHI5Z5MONHuMytISPnlkNh88OI1f3vg/jm3bRFlh09W1tdVVnE3az9bPPuR/ix/k5B+76DP2TlyUHs2eS3PwkkuNBmQSqQSfYFfyL7SdjlS/ZNnB+ln++TJk7URVVRUqlQq1Wo1MJmPGjBn89a9/BWDevHlkZGQQFxeHKIr4+vrqgyNDODk58cknn3DHHXfg4+PDrbfeSmpq0y7qd955J5MmTeKnn37i3XffvW7fV199xfz583n++eeRy+WsXr2a8PBw/X5BEFi7di2PP/44L7/8Mk5OToSFhfHWW2/RvXt30tPTGTRIVyXl6urK119/jZ+fYcHoqlWr+Prrr5HL5QQEBPD8888bPM6aNAz6+vbt2+rXa006deqk/7kty+kFiYSQiGirGsS21720hM7OjkS6OrG+oIQFoQbe457mmcPCDcL+OH+z5yCVOhMd/SErdt1OHGc5ceIf9Oz5bySS5n9kS65qyERR1Gfga2pykcrc2VSs5h5/T30j8OaSfzgYWZc99Jnqh1p7AbW6CC9v0+J5uYMjAyZMJnrEKPau/pajm9dzfOd2BkyYTNzY8Rb3mTRGxtHDVJeVWqW6siFyJye69R1I+u7tJNw/p1nLlsd/30ptVSW9Bg8lMz2VU/v3AOAdHEpYbB/CYuPp1DsSmdyB/AvnyTh6mIyjh8k6cRytpg6ZoyMhEdHEjR1PzMgxVr0/c/B2MJ4hA52w/9QB85fuW8q1KsuOlSETOsqHZD19+/YVDx06dN1r6enp9O7du51mZMcWaPieMDcgs9X3TcPl6rb++zyy8Ve2ffYR8979L0q/li8vtOe9tITXzufwRkYeKYMj8XW4oWelKMJLAdBvHox+qcmxLn+QDBIBvwWxFs/jo+QPOXf+LUYr6/DxSSQq8m2kUvP1ow0p+Ohj8t96i55Hk5FclUocTZlPfvkF7q95mW9jwhnh3XwD3/Rd21n33jLiZ7mgdU4hMGAC2TnfMeTW/Tg4mK9JLMy8xM5vPuPc4YO4+fhyx2N/p1PPlv+d/vrWK1xIPcqCj75EKrNuLuJi6lFW//tZxj76VyISLJNniKLI8r8swNldyX1LXkUURQovXdAFXSlHyExPRaNWI5M74ODiQmVJMQA+oWGExcYRFhtHp16RyOTGe6u2Nm9k5PLq+VwuDY1FbiDgOr47m+1fn2D6koF4+FkvO2kMtfoKO3f1pUf35wgJmd3q12sKQRCSRFFs8ovJniGzY8eOntBIXdBwMTWF6BEtD8gCA1vXlLK1GOujZFlGHpsLSpkW5H39TkHQOfabkSEDcAh2o+JQ87IDAa6BvF/qwIzohVy++DZHjswgNvZT5HJPi8aBBv0sKyv1AVlNTQ75oheuUgmDPZtvS1Gcl8uW/31AUM8IBgz7C/sO3EZ2zne4uUZaFIwBeAeHMOGpF7iYepTNn77H6iXPcNtDi4gcmtjs+dVUVnL20H6iRtxm9WAMdAUxHgGBpGzdYHFAlnn8GFdysvRVkYIg4BMahk9oGH3vnIi6pprM46lkHD1MVXkZoVGxhMX0wdXLu4mR2456L7Ir6jr8HBsHhg2F/W0RkEkkdh8yO3bsdHC8OgWj8PC0mo6sI2rIACJdnQlxcmCdMdd+j85macjgqrC/VktdgQlvMyMEKnQBbZViANFR71NWnkbS4fua1RLGUIPx6uocTqs9GOntjmMD64mMlCOUXDbPbkOr0bDu3dcQBAl3LHoCZ5dAOnd+CKBF7ZJCo2KZ9tIbBPWMYMMHb7Lz288Rm9n95PSBvdSpa+l9a+sUqwiCQEziGLJOHLfYJDZl60YcFQp6DLrV4H65oxNd+vRl+OyHuH3h34gaNtKmgjEwbQ4L4BWoQCIVKLjUNjqy+ubiGntAZseOnY6KIAiERMZw6fixDrXEaG0EQWCsj5JdV8oorzNQzu8RqquyNIPmCPvraejW7+c3msjIt6ioOE1+/iaLx7oxIKs3hc3Wel7Xu/JKbjY/vPQcy/8yn9+//ozqCtPz/uOHFeScPsnIeY/g7qvT3HUOnUenoPsICmyZF5azqxv3/GMJMYljOPjT9/y07D/UVlse2Kbv2o6HfyCB3U1XxbaEyKGJSKQyUrY27VFXT2VpCaf37yFiyIh2t8xoCfoG40YCMqlcgleQos0c+wVBiiDI7RkyO3bsdGxCImOouFJEUbZh36ibhTE+Smq0ItuLDHyJeHaG6mKobroaUC/sz7T8y8jfRVcIUO9F5utzG06OQeTkrjF1mkEkVysL6wOyesuLEsGHxAbasdP7de3XuvYbxKFf1/K/xQ9xeP0vaOrUjcbMPJ7K/jXfETl0JL0GD9W/LpW60KvXUlxcOls8zxuRymSMfPBRhs9+iHNJB1j5/N8pLTBe5X0jZUUFXExLofeQYc3yWDMXF6UH3foP4vjvW6kzs9r7+M5taOrqiEkc3fTBNoy3iQbj9fiGupF/sbzNHvQkEkd7QGbHjp2OTWikrv3UpZvctb+/UoGXXMp6Q8uWFlhfCFIBeaCiWRkyJ5kTXk5eei8yQZAQEHA3RUV7qKmxzMH/xgxZveVFkGswbrJr3len9+8hoGt37nz8KWa8/DZ+nbuw/fOP+eKJRzl9YK/+C7W6vJx17y1D6e/PiDkPWXxvliAIAnFjxzPh6RcouZzHN//4K9mn0s0698SenSCK9L51WKvOESAmcTTVFeX6KklTiKJIytaNBPXo3aIm57aAqQbj9fiFulFdoaasqG0qHyUSR7TNWNpvT+wBmR07dq5D6R+Am4+vVewvTp06pd86GjKJwChvJVsKS6i9UbtkgfUF6HRk6uwKxGb08/N38b/OrT8wcCKgJTfXuHWOIW4MyM6X6pZc432u2d+U5l8m9+xpug8YDIBfWDiT/rmUCU+/gCCR8vOy/7DqxafJPXOKzZ+8S0VxEXcsehIH59YXagN0UcUzbeky5E5OfPevZzi+a3uT56Tv2k5gt554BnZq8tiWEhoZg4d/IClbNjR5bGZ6KleyM9vFpsLaeDaxZAngc1XYX3DR8geT5iC1Z8huXqRSKSqVSr9lZGQAcODAARISEujZsye9evVi3rx5elPWDRs20L9/f3r16oVKpWLKlClcvKj7kJw9ezZdunRBpVIRGxt7XV/KBx54gNjYWGJiYpg0aZLesLWe2NhY7rvvvmbfS0ZGBoIg8Nxzz+lfKygoQC6Xs3DhwmaPaw3eeuutRqa2dqyLIAiERsZy8fixZouo6+nZs6d+64iM9VVSWqflj+IbjJwtyJABOHRyQ6zVNEvYH6AIuC4gc3HpgtK9Dzm5ay1a/rkxIEu/GkyO8O+mP+b0Ad1yZY+rARno3g/hffox67X3GDnvUa7kZPHNs3/l1P49DJ4yg4BuPSy+p5bgHRzC9JfeILBHL9a/t4xVLz7N9y89Z3Bb/e9nyb9wnt5DhrXJ3ASJhOjE0WSdSKMw85LJY1O2bMDRRUGPgYNNHtcRcJBIcJNKjIr6AXw6uSJIBPLbStgvdbI79d+sODs7k5ycrN/CwsLIy8vj3nvv5ZVXXuHkyZOkp6czZswYysrKSE1NZdGiRXzxxRecOHGC5ORkpk+frg/kAF577TWSk5N56623WLBggf71N998k6NHj5KSkkJoaCjvvfeefl96ejparZadO3ca7QYQFhbW5P2Eh4fz66+/6v+9evVqIiMjLf/FWBl7QNY2hERGU11WSv7FjPaeSruS4OmGs0TCuvzi63c4e4KjuwXWF80X9gcqAhv1swwInEhFxWnKypo2jK5HorheQ5ZTdolqwZUAl2uC/lP79uAbFo5HQGO7EolUSuxtY5n71icMnDiF2Ntup9+dEy2+H2vg7ObOpGf/Tfy4CWjq1NRWVRrc1DXVdI7pQ682WK6sJ2rYSCRSGce2Gc+SVZWVcnr/HnoPGY7c0bLewraKqX6WADIHKZ4BLm0m7NdpyDpW5xa7D1kr8v777zNr1iy9w70gCEyapOsx9sQTT/CPf/zjOmPS8ePHGxxn0KBBZGVl6f/t7q4T4IqiSFVV1XVC1W+//ZYZM2aQnp7Ozz//3OxMmbOzM7179+bQoUP07duXVatWMXnyZL19wYULF5g7dy75+fn4+vqyfPlyQkNDmT17Nu7u7hw6dIjc3FxeffVVJk2ahCiK/P3vf2f9+vUIgsA///lPpkzRNfh99dVX+eqrr5BIJIwdO5YHH3yQe++9l8OHDwNw+vRppk6dyqxZs8jOzmb48OH4+Piwfft2Nm3axAsvvMCVK1cIDg7WdwV4+umn+fnnn5HJZIwaNYrXX3+9Wb+Hm5WQeh1ZWgp+YeFNHG2cjt5Y3lkqYYS3GxsLSvm/HuI1J/t6LzIzM2TXCfv7GO5wYYwARQDl6nLKastwc9At+/j73cHp0/8mJ3cN7u7mNeWWNsiQZVbXIqovg8O17gFlRQVkn0pn8JQZJsdxdHFp8pi2QCqTM2zGA+09jUa4KD3o1m8gab9v49apswx2GtCL+dtwubJOW8frh3Sfg0/3f9rq43vJZRTVGs+QgU7Yf+l4kdWvbQiJxKnDLVn+6QKy4l/OUpttvE9kc3AIUuBxZ1eTx9S3TgLo0qULa9euJTU1lVmzZhk8Pi0tjSeeeMKs62/YsIG77777utfmzJnDunXriIiIYNmyZfrXV61axebNmzl58iTvvfdei5Yup06dysqVKwkICEAqlRIUFKQPyBYuXMjMmTOZNWsWn332GY899pi+HVROTg67d+/mxIkTjB8/nkmTJrFmzRqSk5M5evQoBQUF9OvXj4SEBJKTk/nxxx/Zv38/Li4uFBUV4eXlhVKpJDk5GZVKxfLly5k9ezaLFi3ijTfeYPv27fj4+FBQUMDSpUvZsmULCoWCV155hR07dhAVFcXatWs5ceIEgiBQXFxs6jbtGMDdxxefkM4c+mUN3QfcgruPZUFEPR1RO3YjY3yU/JZfQnJZJXHuDRqEnixQhwAAIABJREFUe3SGonNmjdESYb/e+qIiVx+QyeVKfHxGkpf3C927PaP3XTI5BwcHBLkcbUUFGwpK8KIQT5druqozB/4A+FMsobU3MYljOLVvN6cP7G1UTCCKIilbNhDYoxe+bSTmV2vVPLPrGTZmbEQmyFjUZxEKedPN7i3BSy4jv7ZxJW5DfEPcOLkvl4qSGhRK4zYfoihSW1WHo0vzuw9IJA52Uf/NSsMly7Vr11p0bmFhISqVih49elyXyXnyyScJDw/n/vvv5x//+Md15yxfvpzs7Gx69+7NqlWrAF0zcF9fXzp37kxiYiKHDx/mypUrALz00kt6fVt2drb+50cffdTovMaMGcPmzZtZsWKFPptVzx9//MG0adMAmDFjBrt379bvu/vuu5FIJERERJCXp6sE2717N/fddx9SqRR/f3+GDh3KwYMH2bJlC3PmzMHlakm+l5cXoOv/uXz5cjQaDatWrdJfqyH79u3j+PHjDB48GJVKxRdffMGFCxdwd3fHycmJefPmsWbNGv3Ydizj9seeRF1Tww//eYGq8rZrDGxrjPR2RyrA+hubjXt21i1Zmqnjaq6wv94c9sZly8CAiajVVygs3GH2WBKFAk1FBevzS/C7ISA7tX8P3sGheAUFWzQ/O40JjYpB6R9gUNyfdSKNouxMYhLbJjtWq6nlbzv+xsaMjYwOG02dWMeh3ENNn2gh3g5SkxoyAN/O1xz7jVFbVce6D1L4/Kk9LarI7Iii/j9dhqypTFZbEhkZSVJSEnfddZfBfYcPHyY2NhZvb2+Sk5N5/fXXrxPov/baa0ycOJF33nmHWbNmkZSUdN0YUqmUKVOm8NprrzFnzhxWrFjBiRMn9Bqx0tJSfvjhB+bNm8ezzz7Ls88+C+g0ZMnJyU3O38HBgfj4eJYtW0ZaWhq//PKL0WMbLps6Ol578qkXHRsTHzdsdNyQe+65h3/961+MGDGC+Ph4vL0bO1OLoshtt93GihUrGu07cOAAW7duZeXKlbz33nts27bN+I3aMYhvaBh3PflPfnjpOX58ZQmTnlvaoc0rm4unXMYgpSsbCkp4tmvQtR0enUFdCRUF4Orb5DgOndyo+CMHdV4lDoHmZycamsM2xMtrCA4OPuTkrMHXd5RZY0kUCq6o60gqLuIRSnBy1I1dUXyFzPQ0Bt0z1ex52TGOIJEQkziGXd9+TmHWJbw7hej31Yv5expx5rcm1XXV/GXHX9idtZtn+j/DpB6T+P3S7+zN3svQkKFND2ABTWnIAHyCXUHQBWRh0Y1bahXnVbLuwxSKL1chakXOHLpMn1GhzZqPROqEtsYekNm5ysKFC+nfvz933HEHAwYMAODrr79m5MiR/P3vf2fChAkMHDhQryMzJFaXSCQsXryYL774go0bNzJq1CjOnj1Lt27dEEWRX375hV69eqHValm9ejUpKSl06qR76t2+fTtLly5l3rx5zb6Hv/3tbwwdOrRRQHTLLbewcuVKZsyYwTfffMOtt5r+cElISODjjz9m1qxZFBUVsXPnTl577TUcHBxYsmQJ06ZNu27J0snJidGjR/Pwww/zv//9Tz+Om5sbZWVl+Pj4MHDgQB599FHOnDlDt27dqKysJDMzk6CgICorK7n99tsZOHAg3bp1MzEzO6YIiYjm9kVP8Mtbr/Db268y/q//QCKVNn3in4yxvkqePZ3FPUfOIK1/ftD0gZhlkHoJnJo2iBURqenrjCztHLI88xuEi6JIid9TLMvzYXXlmev2DZQkEFXwM68fTqJaojQywjWqZjxMmbsSd1Gn43F00mXfzhzcB6Kot7uw03IihyayZ9VXHNu6kWEzdZ/BVWWlnNq/h+gRo1pdzF+pruSx7Y9xIOcALwx6gUk9dPrl+IB4/sj5w+rX85bLqNJqqdRocZEaXnxzcJLh4WdY2H8xrZBN/0tDkAjctVjF3jVnOJOU1/yATOJor7K0cw1/f39WrlzJE088Qc+ePenduze7du3C3d2d6Oho3n77bWbOnEmvXr0YPHgw6enpBpfm6kXwr776KqIoMmvWLKKjo4mOjiYnJ4fnn3+enTt30qlTJ30wBrog6Pjx4+Tk5DT7HiIjIw3q4N555x2WL19OTEwMX331FW+//bbJcSZMmEBMTAyxsbGMGDGCV199lYCAAMaMGcP48ePp27cvKpXquiXb6dOnIwgCo0Zde/p/6KGHGDt2LMOHD8fX15fPP/+c++67j6ioKPr3709ycjJlZWWMGzeOmJgYhg4dyptvvtns+7cDPQbeyojZD3H20H62/u9Di6wWkpKS9FtH5i4/T4Z5ulGrFanSXN2kTlRJHKlS11x7zcRWLUCtm5yK8lqq6rRmnVOlEanWgkzqSqVG02jfMdlIpNQRWr3dvLEcHXFQ1zLBS1d95uSoC8hO7d+DZ2AnfEJa7qzfltQVFlJ3VZZhayg8POnWdyBpO7fpnfuP79yORq0mZuTYVr12hbqCh7c8zMHcgyy9dak+GAO4JfAWzpecb7QE3lIaNhg3hc6x/1pAJooiRzZf5Nf3juLq6cS9T/elU09Pusb7cflCGSX5llvFQMd06kcUxQ61xcfHizdy/PjxRq/Z6fi89tpr4j//+U+zjj148KB+Mxdbfd8A+s2W2LXiC/H1yXeIe777xuxzbPVerEJ1mSi+4C6KO183+5SqU0Xipad2ihVH8iy61P2/3S/O3TDX4L59+8eJ+w+MN2ucC3MfEM/dO1nMzlkrbtkaLpaXnxUrS0vEZVPvFHet+MKiObU3Wq1WPHPHHeKpocNEdWFhe0/HIOePHhZfn3yHeHz3DlGr1Yqf/WWB+M2zf23Va5bUlIjTfpsmxn4RK64/t77R/lNFp8Soz6PENafWWPW66y5fEf23HRFTSitMHnd44wXxvflbxcrSGlFdUydu+ixVfG/+VnH9xylibXXdtfsoqBTfm79VTNqQ0az5pJ94Xvx9Z+N4oT0ADolmxDf2DJkdm2TChAl8+eWXLF68uL2nYucqg6fMIHLoSP74/luznMj/9Di6gou32dYXAI5dPZB6OVFxwLLsRKAiUN8+qdG+wImUlaVSXt50RatEoUBbUUFNte76Tk4BnDm0D1GrpXv/WyyaU3tTuX8/tWfOUpebS/YTTyBqTOuX2oPOUbEo/fw5tmUDWSePU5R1qVXF/MXVxczbOI/jhcdZNnQZY7o0vlY3j274OvuyN3uvVa/tZUY/SwDfUJ0nX8axAtYuO8yp/XkMGN+F0Q9GIXe8Jodw93bGv4s7pw9Z1iKsno4o6rcHZHZskrVr15KSkoKPT2Php532QRAEbntoIV369GXLfz/Q6Y6aIC4uTr/9KfHoDMUXzT5ckAgo+gdQc64Edb75BscBigDyKvLQio07JwT434kgSMnNbbq6uz4gq67JQSZTIpW6cHrfHpR+/vh1sZ2CKHO4smIlUqUS/+efo2LvH+Q3MMi2FQSJhOgRo7l0/Bi7vv0CB2cXeg4a0irXKqkpYe6muZwtPsvbw98msXOi4TkJAoOCBrEvZ5/B91NzMaefJYBPiK7SctuXJ7iSW8nYBdH0vb2LweKubvF+FFwqpzjPcjPwjrhkaQ/I7NixMbKysvSbrSGVybjz8afx79qN395+lawTx00e/2fRkBml3vrCAhTx/iARLMqS+Sv8qdXWUlTd2FTTwcEHb6+h5Ob+hCiazk7oM2Q1uTg5BlBdUc6FY0fpPmCwwS9EW0V9+TJlW7einDABr2nTUE66h8IPP6Jsxw6rX6v2wgUuL1uGqDbtsWWMqOG3IZFKyT55XOfM72R9Mb9ao+YvO/5CRkkG7ya+S0JwgsnjBwUNorimmPQi8xq0m0N9QNaU9YWTQo53sCvuvs7c81Q84SrjFcpd43T+h2eSLls8H0enQERRQ1mZ9e6xtbEHZHbs2BhBQUH6zRaROzkx4akXcPPx5cdXl9zUHmW6DNkl0Jq/XCZ1c8A5wovKpDzEOvMyFPVeZHkVhpdvAgInUlObR1HRHpPj6DNk1dk4OgVyLukAWk3ddb0rOwIlP/wAdXV4TtX5Iwb885849u5N9t+fojYz06rXyv33Ugo//S8lP//crPMVHp507aurso9JHG3NqQE6HfiLf7zIwdyDLBm8hFuCml56Hhg4EIA/sq1XbekhlyLQdIYMYMLf4pj2/AC8g1xNHufm5URAuLJZAZm/31gEQW5W5thWsAdkduzYsRgXdyV3LP471RXlpO+8iT3ePDuDVg1lllUyKwYEoq2soyqtwKzjG7r1G8LXZwQymZKc3DUmx5EoFKDVUlOdi6NjAKf278XN27fNG4S3BFGj4cp3q1HcMgiHq56LEicngt/RVXpnPbbYav5TFfv2U7F7N4KjIwUfftTsLFnC9LmMWvBYi9qQGePjlI/5+ezPPKJ6hHHh48w6x8fZh56ePa0akEkFAU+5lMIm2icBODrLkMrNCz+69fWjMKucK7mWdeCRyz3x8RlObt5PaLVNz8kWsAdkduzYaRb+XboS2K0nKVs3WmSF8afC46pHkgXCfmgg7t9v3rJlfUBmTNgvkTji7z+O/PxN1NUZz1hKFC6IMhF1XRFyqTcZR5Po3n9Qh1quLP/9d+pycvCYer2JrUNICEEvv0z18ePkLX2pxdcRRZHLb7yBLCCAoFdeRp2ZScnPxs2xTeHhH0D0cPPMey3h13O/8n7y+9wZficLYhZYdO6goEEcvnyYSrXl+ixjmGMOaynd4vxAaN6yZWDARGprCygq2mXVObUW9oDMSgiCwIwZ1xru1tXV4evry7hx5j2xWEJYWBgFBeY9Wbc1P/74I8ePm9YV2TFNdna2frN1okeOpjDzIlknDf8/37Fjh377U+IRpvuvhToyQSKg6Ge+uN/T0RNHqaNJ76jAgIlotTXkXV5n9BiJQoHGQ/dzSU4VGrWa7h2sd+WVlSuR+fnhNnx4o31uI4bjPX8+xatXU/yD6WxhU5Rt2kx1Sgq+ixbiNno0ThERFHz8MWKdbWRbkvKSeH7P8/T178uLt7xocVA9KGgQddo6kvKsp+/UBWTW/f0oPBwJ6ubRrIDM23socrlXk5ljW8EekFkJhUJBamoqVVU6E7vNmzdfZ9JqK2hauTTcHpC1nHqDX1t8/9xIr0EJODg7c8yIDcbw4cP1258SjxBAsDhDBqDoe1Xcf7DpLJkgCAQoAhq1T2qIu3ssLi7h5OQY//KRKBRoPHXZzNwTOSg8vejUo7fFc28vajMzqdi1G49JkxDkhhtP+z62CJdBA8ldsoTq9OYJusW6OvLfeguHrl1R3nUXgiDg8+gjqC9epOSXX1tyC1YhoySDxdsX08m1E28NfwsHadPN5W8kzi8OB4mDVe0vvORSqwdkoKu2LMquoDC7vOmDGyCROODvfyf5+VtQq5vuptHe2AMyKzJ27Fh+++03AFasWMF9992n31dRUcHcuXPp168fffr04aeffgJ07ZImT55MTEwMU6ZMYcCAARw6pGv8+vDDD9O3b18iIyN54YUXGl2vqqqKMWPG8OmnnwK6pt7x8fFERkbyySef6I9zdXXl+eefZ8CAASxdupQJEybo923evJmJEyfq5xwdHU1UVBRPPfWU/pgNGzYQFxdHbGwsiYmJaLVaunfvTn5+PgBarZZu3bqxc+dOfv75Z5588klUKhVnz57l7NmzjBkzhvj4eIYMGcKJEycAWL16NVFRUcTGxpKQYLoiyI7tIndyovetwzm5b/fNKe6XOYJboEXWF/VI3Rxw7m2+uD/AJcDokiXogrbAgImUlByistJwgChtEJBdTDlPt36DECQd52ugeNUqkEjwmHyv0WMEqZROr7+O1MODzMcWoykttfw6a9ZQe/48fn95HEGmqx50HTECx969Kfjow3bNkl2pvsKjWx9FgoQPEj9A6dh0yyxDOMmciPePZ19O0/Y15uLdChkygPA+vgjNXracgCjWknf5N6vPy9r86XpZPnc6k9Ty5rVaMEaUqzP/7h7c5HFTp05lyZIljBs3jpSUFObOncuuXbq165deeokRI0bw2WefUVxcTP/+/Rk5ciQffvghnp6epKSkkJqaikql0o/30ksv4eXlhUajITExkZSUFGJiYgAoLy9n6tSpzJw5k5kzZwLw2Wef4eXlRVVVFf369eOee+7B29ubiooKoqKiWLJkCaIo0rt3b/Lz8/H19WX58uXMmTOH7OxsnnrqKZKSkvD09GTUqFH8+OOPDB48mAcffJCdO3fSpUsXioqKkEgk3H///XzzzTc8/vjjbNmyRR9YjR8/nnHjxjFpkq5VR2JiIh999BHdu3dn//79PPLII2zbto0lS5awceNGOnXqRHFxcYv/H8mNPC13RAIDA9t7ChYRM3IMRzevI33XduLGjr9u39Ch1m1gbJM0w/qiHsWAQKrSCqlKK8Ql1nSD8gBFQJM9CAMC7ubsuWX8sW8kgmAg0BJFxJm6LHn1FbFDVVdqa2sp/v4HXIcPQx4QYPJYmbc3nd58kwszZ5L91NMEv/+e2YGntqqKgvfex1mlwjXxmpeXIAj4PvoImQsXUfLrr3jcfXeL7qc51GhqWLx9MbkVufxv9P8IcQ9p+iQT3BJ0C8uSlpFXkYe/wr/F86vXkImiaFVdokLpSFAPD84cukz/cYY9y4zh5haFQtGdnJw1BHdq3JrQlug4j0YdgJiYGDIyMlixYgW33377dfs2bdrEyy+/jEqlYtiwYVRXV3Px4kV2797N1Kvi1KioKH3ABfDdd98RFxdHnz59SEtLu24p8K677mLOnDn6YAx0/SVjY2MZOHAgly5d4vTp0wBIpVLuuece4JrW7euvv6a4uJg//viDsWPHcvDgQYYNG4avry8ymYzp06ezc+dO9u3bR0JCAl26dAHAy8sLgLlz5/Lll18CukBwzpw5jX4f5eXl7N27l3vvvReVSsX8+fP1fTUHDx7M7Nmz+fTTT62yjBobG/v/7d13eJTF+vDx77276b0HCAm9m9AUBKQclKIQEA+CyFGwcBR+NuQgnCOKKIqCr4goWECUbgEBFUWUcPTQBOkk0kNPJyFASJv3j30SEkjPhk1wPteVK7uzT5lnkt3cmWfmnvyvmq4mjSEDCKzXgOBGTdiz/ofrBvff9GPIwJr6ogK3LAGcGnlj9nHi4rbSZ2kGuwWTcCmBrNziZ/o5O9eiZYu3qRf2T8JCH7/uq47HYNzXmbi8rzVOLt6ENG9ZoXrbw4V1P5GTkoLP0AdK3xhwbduGoPHjSd+wgXOTX0Hlli3FSPKiRWTHxxP4/Njr/vC79+yJU7NmJM2Ze8N7yZRSTPrfJHbG72Rql6m0Dmxd+k6luL327QA26yXzdbCQpRTpObZLOJunUbsgzsddIul0+WZb5vUcp6Xt5OLFozavly3ddD1kZenJqkqRkZGMGzeOqKgokpKS8suVUnz99dc0bdq00PbFzU47duwYM2bM4Pfff8fHx4cRI0aQkXF15frOnTuzdu1ahg0bhogQFRXF+vXr2bx5M66urvlBH4CzszNm89UlKUaOHEn//v1xdnZm8ODBWCyWYutR3H86devWJSgoiF9++YWtW7eyePHi67bJzc3F29ubXbt2Xffa3Llz2bp1K9999x2tW7dm165d+Pn5FVkHrfoL79mHdR/O4szBGOo0rTljkmzCOxTSTkN2JljKN5YnL3N/2o+xZCVexsHfpdhtg92CUSgSLiVQ2734HHXBwQOKfS3L5Qx/rlnJlrY5NO92O6YCnwvVXcqypTiEhuLW6fYy7+Pzj+FkJyaS9NFHIELwyy+V2FOWk5pK0sef4N6tG6633nrd6yKC/+gnOf30M6R9/z1ekZFFHMU2snKyOJJ6hOikaKKTo9mTsIf9Sft5pu0zRS6JVBGNfRrj5+zHpjObGNCo+N+bsiqYrd/DYtvfrYZtAvjvsoMc3h6Hf0jJ+cuuFRw8kMNHpnPu3EoaNnzepvWyJd1DZmOPPPIIL730Erfcckuh8t69e/Pee+/lBz47d+4EoEuXLnzxxRcAHDhwgL179wKQlpaGm5sbXl5exMXFsXbt2kLHmzJlCn5+fowePRqA1NRUfHx8cHV1JSYmhi1biv+PJy/p6GuvvcaIESMA6NChAxs3biQxMZGcnByWLl1Kt27duP3229m4cSPHjh0DIDn5aqbwxx57jOHDh3P//ffnB3weHh5cuGAdS+Tp6Un9+vX58ssvAWtwt3v3bgCOHDlChw4dmDJlCv7+/pw8ebI8zaxVM0073YGjiwt71q8tfeObjU8YoCC1Yr/Dbu2CwUSpmfvzksOWNNOyNCY3N856u5OdXbOSwWYcPMjl7TvwGXJ/uca8iQgBzz2L3+OPc375cs69+mqJKVqSPv6Y3AsXCBg7tthtPO68E6cmTUj8YI5N1888nHKYZTHLmLxpMvevuZ8OSzoweM1gXtr0EqsOr8LJ7MTYdmN5tNWjNjunSUx0rN3RZsso+TpY/w6Ulq2/Ilw8HAlpap1tWd40O05Ogfj5duHcuW9QNlwuytZ0QGZjISEhRS6IPWnSJLKysggPD6dVq1ZMmjQJgNGjR5OQkEB4eDhvvvkm4eHheHl5ERERQZs2bWjZsiWPPPIInTtf/+E5c+ZMMjIyGD9+PH369CE7O5vw8HAmTZpEx44dS6zngw8+SN26dWnRogVgHbf0xhtv0KNHDyIiImjbti0DBgwgICCAjz76iEGDBhEREcGQIUPyjxEZGUl6enqh25VDhw5l+vTptGnThiNHjrB48WLmzZtHREQELVu2zJ/M8K9//St/AkHXrl1viluNf2WOzi4079Kdg5t/IyO9fDOhajzvMOv3Co4jM3s64tzcj0s7zpU4uL+0XGSlSTl7mm8/fo89oYF4urhRt2V46TtVE+eXLUccHfEyJiCVh4gQMPY5/B57lPNLlxFXTFCWde4cyQsX4RXZH+emxSfKFZMJ/9GjyTx+nLTvi08xUh7fHP6GQasHMXXrVNafWI+XkxfDWwznra5vsWbgGjYP28xnfT9jZKuRNs8Z16l2J5IzkjmYUvri9KXxK+MC4xXVqF0QqQmXSTxZ/s+Y4FqDyLhyhpQU201isLWb7palvaQX8Ueoe/fudO/eHQAXFxc+/PDD67ZxdnZm0aJFODs7c+TIEXr27ElYmPUDfsGCBUWe6/jx4/mPP/300/zH1/ailVS33377jccff7xQ2bBhwxg27PpBj3379qVv377Xle/evZuIiAiaNWuWX9a5c+fr0l788MP1KRFWrLBtXpiCEwO8vb1teuwbbc2aq8kn+/fvb8ealM8tPfuw+6e1HPh1A237WutdU6+lXHzyArLyz7TM435bMIn7k7h8IAnX8KIH95eWrb84ly+kseXrZexa9x1miwNNElJp26sLZkvRH/8qN5fUld/g3KpViYHJjZJ78SKpq1bh0ac3Fh+fCh1DRAh4/nmUUiTPmw8IQZNeLBTcJL7/PuTm4v/U06Uez6PXXTg1bkziB3PwvPtupJRbvxnR0VzYsAFyrw8E9yftZ/fJjTztFUKvR6dQt/ltNzRRb94ySpvObKKZb7NSti6Zr2PZFhivqAatA9i45E8O74gjINSjXPsG+N+FxeLB2XMr8PUtfXkpe9ABmZ1dunSJHj16kJWVhVKKOXPm4OhY/pwy5dGuXTvc3Nx4++23K3yMadOmMWfOnCLHjtnD4cOH8x+3b9/ejjWpvMgC41JqUgb8oPoNCW7YmL0//0CbPv0QkRp7LeXiWQdMlgoP7AdwauyD2duJi9vOFRuQuTm44eHoUeaALDsri10/rGHLyuVkXrrMLX/rRaf7H+T03f0wXc4och+Vm8u5V6ZcTS8x5H4Cnn66woGQLaR+9x25Fy+WeTB/cUSEwHHjIFeR/OmnYDIR9J9/IyJcOXqU81+vwGf4gziGlJ7/T0wm/MeM5vSzz5G29ge8+t1T5HbZiYnEz5xJ6tcroJjf/yDgfgBOcOmXJ0l98T94DRp0w4KyQNdAGnk3YvOZzTzS6pFKHSt/DFkZlk+qCGd3B0Ka+3BoezwdBzYsVxuZzc4EBt5NXNwasrNfwWJxq5I6VoYOyOzMw8MjP+/YjbJjR+UzM0+YMIEJEybYoDbazeSWnn346aP3OHsohto1KOFopZjM4BVS4VuWUGBw/7pYshMvYylmcH+wW3CpAZlSioNbfuPXJQtIjY+jfut2dH1wJP6h9azVNRYYL2q/c6++yvnly/EdMQKVlUXKsmWkffc9AWNG4zNsWLHJWKuKUoqUZctwatoUlzaVn1UoIgSO/xcoRfKCBSBC0L8nkvDOTEwuLvg/Ufblhzx69cKpcSMS58zBs2+fQr1kuZmZpCxcSOIHc8i9cgXfhx7Cf/STmDw987f5dN983tnxDj1De/JW1+lIUgpnXpjA2f+8SPp/f6XWlFcwe1Usx1h53V77dpbHLCcjOwNni3OFj+NhNmGRqushA2uS2F8+jyE+9gJB9TxL36GAWsGDOHNmOQkJP1Cr1n1VVMOK02PINE2zmWadu+Lg7MIeI3N/v3798r9uat6hleohg7zM/ZC2PhZVxK0tsA7sLylb/8XzKSyfPIFvZ76Jg7ML9/3nVQZNfCU/GIOiAzKlFHGvvsr5pcvwe+xRAl8YT/CkF2nwzUpcbrmFuDemcTRyAOkbN1bqGssrY+9erhyIxmfoEJv1GIkIgS+Mx/fhh0hZuJDTTz/NhZ9+wveRkViMtD5lOo7JhP+TT5J55AhpxrAMpRQXfv6Zo/36Ez99Bq7t29Ng9WqCJk7A7OWVfw1z98zlnT9m0rf+3UzvPgNHiyMOQUGEzvuEgOfHWo8x8F4u/f67Ta65NJ1qdyIzN5M/4v6o1HFEBF8HS5UM6s9TPyIAk1kqlCTWy6sdLi6hJa5mYU+6h0zTNJuxDu7vxoGNv9D9occLjSG7qXmHwcGil49ZbRxVAAAaN0lEQVQqK7OnEx7d6nJhw0lyL2fj+0AzTM6FP6KDXYPZk7CnyP3jjh3hm+mvkpF+gbtG/R+tetyFyXT92CaTmxu5l66un6mUIu61qaQsWYrvo48Q8Pzz+YGDU+PG1P3kY9Kjooif9iYn//kEbnfcQdCEF3Bq2LDM15aTlkZmbCyZsSfIjD1uPI6F7Bwcw0JxCA3FMawejmFhONYLw+zjg4iQsnQZJldXPPvbNr2EiBA4YYK1B+7zhZj9/PAzZpyXh0fv3jg2/IDEOXNwatSI+Dff5OKmzTg2bEjdjz/G/Y4uhbZXSjFr5yw+2fsJkQ0jmdJpCuYCPyMxm/F//HHcOnbk9LhxxD48Ar9/jiJg9Gib906q7GyyTp8mMzaWxseO8OhPiqzvXuboZRcsgYH5PwvrzyYMx5CQMtWhKhYYL8jZzYG6LXw5vCOOToPKd9tSRAgOHsSxYzO5fPk0Li7Va3k6HZBpmmZT4T37sGf9D0T/toE2fW7SgfzX8gmDiwmQeREcKz42xat3PczeTpxfdYT4D3bj/3ALLH5Xb18GuwVz/sp5DqccppFPo/zyQ9s28f3st3F292DoK28RVL/4YMnk5kpOcgpgBGNTXydl8WJ8R44kcNy46/7AiQgePXrg3rkzyYsWk/jBBxwdMBCPHj0QlxJub2XnkHXmDJmxseSkpBR6yVKrFo5hYYjFwuV9+0n7cR0USCFh8vDAMSyMKwcP4jXoXszuth/vIyIETZyIY0gITo0aYXIr/znEbMb/ySc5M24cxwYMxOTlRdC//43PA0OvC16UUkzfPp2FBxby9yZ/Z1LHSZiKWk0BcLnlFhqsWMG5qa+TNGculzZtpvaM6TjWLV9mfpWdTdbZs2Qej80PgjNPxJJ1PJbM06ehQHLbHk4mEv0ScWh6O9nx8aTu3k1uwQlhZjMOdergGBqKW5fO+AwbhqmI8c5VscD4tRq3CyR2bxJxx9IIblC+27q1gu/l2LGZnIv7hvr1xlRRDStGB2SaptlUUINGBDVozJ6ff6R17343dMaY3XjXs34/fwICKzd2zr1DLSx+LiQtjib+/V34DW+Bk/FHp2tIVz7d9ymD1wxmaLOhPBHxBDHf/8hvyz6nVqOmDPjXi7h5lzwA3+TqRtbJU9Zg7I03SFm0CN+HHyZw/L9K/FmJoyN+j4zEa0AkCe+9x8X/lbIotUlwCK6Fx5134lgvzNrLEhaGQ926mJwLB3IqM5NMo7cm68SJ/ADCsWFDfB96uGwNVwEigm+B1U4qwrNvHy6sW4clIAD//xtT5ASIXJXL61tfZ/mfy3mw+YO8cOsLpb4vTG5u1H59Km6dO3Fu8iscG3gvfo89ismjhHFTOdnWIDgvADt9GrKuruwgrq44hoXh1Ly5tXfP6AVzDAtjwZmVvLtzFhvun4K/iz9KKXJSUgoEc8fJOnGCK0eOEj/tTVKWLCXohfG4/+1vha7F18HMnxeLnjRiK/UiAjA7/Mm6efu5rV99mnQIxmQq2+eMi0sI3t4dOHt2BfXCRlerzycdkNmIiDB27Nj8mYszZswgPT2dyZMnF7tPVFQUjo6OdOpkuym49erVY/v27fj7+xcqd3d3vy79xZkzZ3j66af56quviIqKYsaMGXz77bcsWLCA7du3M3v2bJvVqySTJ0/G3d2dcePGMWLEiEJrYWo1U/idvfnpo9mcPfQntZtUbip9jVAw9UUlAzIA50beBI5pTdJn+0mYtxefgY1wuzWYpr5N+XbQt8zeOZul+xZz9oufqXvSkaadutL7yWdwcHQq9dgmN1dyL14kfto0Uj5fiO/DDxE4ofQAIY/Fz49aJXyuVYQ4OuJUvz5OxhJtNYmYzYTMejf/ea7K5UTaCWKSYziQfICYpBiik6M5f+U8I1uN5Lm2z5UrCPC65x5cW7fm9PgXSHh3Vun1cXHBMTQUpyZN8LjrLmvAFRqKQ1gYloCAYs/dSTrz7s5ZbD6zmf4N+yMiWHx9sfj64tq2TaFt03/9jbhp0zg15v9wvb0jQRMn4tzEmiLFr4rHkAE4uVjo/38R/O/rw/z8WTR//BjLrf3q06htIFKGwKxW8CCiY14gLW0nXl5tq7Su5VGlAZmI9AHeBczAJ0qpade87gR8DrQDkoAhSqnjVVmnquLk5MSKFSuYOHHidcFQcaKionB3dy9XQJaTk1NoGaTKqF27Nl999VWlj5OdnY2lmJxG2l9Ts05difp8Hu++MZWIu6w57IrKcXfTyEsOW8mB/QU5+LsQOLo1SUuiSfn6EFnxl/DqWx9fZ1+eb/4UdVbFcf5kLH80SWFr/d+plbKPdkHtSj2uyc2N7Ph4kj/7HJ+H/kHghAnVqpcA4FLWJf5M+ZPYtFhC3ENo5tsMd8fyLZdzI2TlZnEs9RjRSdHWACzpAH+m/MnFLOukCYvJQmPvxvQM7UmHWh3oU69PhdraoU4dwhYtJKdAvsWiiAimApMHyqOZbzN8nHzyA7KSuN/RBbeOK0lZtpyE2bM5NvDe/BQpvg4WzmflkKMU5ir8varT1IfBE9tzdFcCW1cfY90n+9kREkuHyAbUu8WvxDYIDOzDnwcnc/bsir9GQCYiZuB94C7gFPC7iKxWShXMGvookKKUaiQiQ4E3gSHXH636s1gsjBo1infeeYepU6cWem3NmjW89tprZGZm4ufnx+LFi7l8+TJz587FbDazaNEi3nvvPebNm1eodyivVysqKopXXnmFWrVqsWvXLg4cOMDAgQM5efIkGRkZPPPMM4waNapM9UxMTKR///68+OKLtGzZkn79+rFv375it09ISOCJJ57gxAlr0suZM2fSuXNnJk+ezJkzZzh+/Dj+/v4sWbKk0H5vvfUWCxcuxGQy0bdvX6ZNm8aRI0cYM2YMCQkJuLq68vHHHxdKKnutCRMmsHr1aiwWC7169WLGjBllukbN/hxdXGneuRvP/PMpWLAIuMkDMvdAsDhXKvVFUUwuFvxHtOL8t0dI//U02QmXyenkxKqZU7l8IY1+z02gZVA6b+94mxE/jKBvvb6MbT82P4lsUczGLS+f4cMJmjjR7sFY6pVUopOj89dsjE6KJjYtFkXhmaahHqE092tOM99mtPBtQTO/Zvg6l31WZGVlZGdwKOWQtY7J0cQkxXAw5SCZuZkAuFhcaOrTlP4N+tPCrwXN/ZrT0KshDmbbDMYXkSrNB2cSEx1rdWTz2c3FrmFcqD4ODvj+Yzie/e4hcfb7+SlSnCe8RK5PHVKzc/LzklUVEaFhm0DqRwRw6Pc4tn17jO8/2ENQfU86RDYgpJlPkddhsbgTGNCbuPjvaNx4EmZz6T3LN0JVttZtwGGl1FEAEVkGDAAKBmQDgMnG46+A2SIiqhIZJA8efJUL6dEV3b1IHu7NadJkUqnbjRkzhvDwcMaPH1+ovEuXLmzZsgUR4ZNPPuGtt97i7bff5oknnsi/VQcwb968Yo+9bds29u3bR32jS3/+/Pn4+vpy+fJlbr31Vu67775SF+eOi4sjMjKS1157jbvuuqtQxv/iPPPMMzz33HN06dKFEydO0Lt3b6Kjre27Y8cOfvvtN1xcCudMWrt2Ld988w1bt27F1dU1f/3LUaNGMXfuXBo3bszWrVsZPXo0v/zyS5HnTU5OZuXKlcTExCAihTLxazVD+J2FF0Be8mL1XdTXFu4xO+G06RPSN31RJce3WLqTEfMgxJznHs87MPs7YVp7Ah9gESPJys0i+2AWGeu+5UQxg8UBUK543DuOzAzh5KRPi9/uBshVCoUiCGuC1B40xSTNMYkp/0upXHILfqGAA6RygDQE0w0IKJWCXHJxB24FbiMEk4Rikj759RSEqzW5DPxBCpVLI3GjPatacSWnCSf2fEr5WrU2bgPHYsnOxSP2CvjAvd9vwzHnBq8b2QYQJ+AKH8bEQEzxoUSYuQkPuH/D50teZOQ/pt+wKpakKgOyOkDB1XZPAR2K20YplS0iqYAfkFhwIxEZBYwCCA0Nrar6VpqnpycPPfQQs2bNKhSknDp1iiFDhnD27FkyMzPzg6ryuO222wrtN2vWLFauXAnAyZMnOXToUIkBWVZWFj179uT999+nW7duZT7v+vXrCy2FlJaWlr94eGRk5HXBWN4+I0eOxNXVFQBfX1/S09PZtGkTgwcPzt/uypUrxZ7X09MTZ2dnHnvsMe65555S81jVrl27zNdU3b388sv2roJNBDVoxMMD+3Mp1RpMO7q42rlGVetwTlvqqCNVdwLTFkymFMjpicXJDZGrf+wEcMKEAw5kZGeQo7KKPw6QY5tRD5UmCA4mC2YxYzaZC4U0VnnXaCIvbaZCkZObQ47KIUdlkXMDVoAQBIvJnF9P03UpPKvvgtXlYQEyyTaC3vLLMUP4hWS6xXlxpRyLwFcJESghrEzKbsJJp2aUcS7ADVGVAVlRl3ntT7ks26CU+gj4CKB9+/Yl/qaUpSerKj377LO0bdu20ILbTz31FGPHjiUyMpKoqKhiB/pbLBZyc61vbKUUmZmZ+a+5FZiSHRUVxfr169m8eTOurq50796djIySZ7VYLBbatWvHjz/+WK6ALDc3l82bNxcZeLkVM028qO7u3NxcvL292bVrV5nOa7FY2LZtGz///DPLli1j9uzZxfamwc0VkJU0EaSmWbBytb2roGnaDVQfWG7vSpRZD3tXoJCqDGFPAQWTpoQAZ4rbRkQsgBeQXIV1qnK+vr7cf//9hW4/pqamUqeONQHdZ599ll/u4eGR39sE1hmSecsarVq1iqysov/LTU1NxcfHB1dXV2JiYtiypfTV60WE+fPnExMTw7Rp00rdPk+vXr0KzbYsS0DVq1cv5s+fzyUj+WRycjKenp7Ur1+fL7/8ErAGbbt37y72GOnp6aSmpnL33Xczc+bMMgdymqZpmlYTVWVA9jvQWETqi4gjMBS49t/l1UBekpm/A79UZvxYdfH888+TmHj1ruvkyZMZPHgwd9xxR6EZmP3792flypW0bt2aX3/9lccff5yNGzdy2223sXXr1mJ7oPr06UN2djbh4eFMmjSJjh07lqleZrOZZcuWsWHDBj744IMy7TNr1iy2b99OeHg4LVq0YO7cuaXu06dPHyIjI2nfvj2tW7fOH4y/ePFi5s2bR0REBC1btmTVqlXFHuPChQv069eP8PBwunXrxjvvvFOm+mqapmlaTSRVGf+IyN3ATKxpL+YrpaaKyBRgu1JqtYg4AwuxDsVLBobmTQIoTvv27dW1i3FHR0fTvPlfZCFjzWb0742maZpW1URkh1KqfWnbVemcVKXU98D315S9VOBxBjD42v00TdM0TdP+Suw8DULTNE3TNE3TAZmmaZqmaZqd3TQB2U0wF0C7gfTvi6Zpmlad3BQBmbOzM0lJSfqPrFYmSimSkpJwdna2d1U0TdM0DajiQf03SkhICKdOnSIhIcHeVdFqCGdnZ0JCQuxdDU3TNE0DbpKAzMHBoULLEWmapmmaplUHN8UtS03TNE3TtJpMB2Sapmmapml2pgMyTdM0TdM0O6vSpZOqgogkALFVfBp/ILHUrbTy0G1qe7pNbUu3p+3pNrUt3Z62dyPaNEwpFVDaRjUuILsRRGR7Wdad0spOt6nt6Ta1Ld2etqfb1LZ0e9pedWpTfctS0zRN0zTNznRApmmapmmaZmc6ICvaR/auwE1It6nt6Ta1Ld2etqfb1LZ0e9petWlTPYZM0zRN0zTNznQPmaZpmqZpmp3pgOwaItJHRP4UkcMiMsHe9amJRGS+iMSLyL4CZb4i8pOIHDK++9izjjWJiNQVkQ0iEi0i+0XkGaNct2kFiYiziGwTkd1Gm75ilNcXka1Gmy4XEUd717UmERGziOwUkW+N57o9K0FEjovIXhHZJSLbjTL9vq8gEfEWka9EJMb4PL29OrWnDsgKEBEz8D7QF2gBPCAiLexbqxppAdDnmrIJwM9KqcbAz8ZzrWyygeeVUs2BjsAY4/dSt2nFXQH+ppSKAFoDfUSkI/Am8I7RpinAo3asY030DBBd4Lluz8rroZRqXSA1g37fV9y7wA9KqWZABNbf1WrTnjogK+w24LBS6qhSKhNYBgywc51qHKXUf4Hka4oHAJ8Zjz8DBt7QStVgSqmzSqk/jMcXsH6I1EG3aYUpq3TjqYPxpYC/AV8Z5bpNy0FEQoB7gE+M54Juz6qg3/cVICKeQFdgHoBSKlMpdZ5q1J46ICusDnCywPNTRplWeUFKqbNgDTCAQDvXp0YSkXpAG2Aruk0rxbi9tguIB34CjgDnlVLZxib6/V8+M4HxQK7x3A/dnpWlgHUiskNERhll+n1fMQ2ABOBT47b6JyLiRjVqTx2QFSZFlOlpqFq1ICLuwNfAs0qpNHvXp6ZTSuUopVoDIVh7x5sXtdmNrVXNJCL9gHil1I6CxUVsqtuzfDorpdpiHUYzRkS62rtCNZgFaAvMUUq1AS5SzW736oCssFNA3QLPQ4AzdqrLzSZORGoBGN/j7VyfGkVEHLAGY4uVUiuMYt2mNmDctojCOj7PW0Qsxkv6/V92nYFIETmOdajH37D2mOn2rASl1BnjezywEus/Dvp9XzGngFNKqa3G86+wBmjVpj11QFbY70BjY2aQIzAUWG3nOt0sVgMPG48fBlbZsS41ijEWZx4QrZT6fwVe0m1aQSISICLexmMX4E6sY/M2AH83NtNtWkZKqYlKqRClVD2sn5u/KKUeRLdnhYmIm4h45D0GegH70O/7ClFKnQNOikhTo6gncIBq1J46Mew1RORurP/ZmYH5Sqmpdq5SjSMiS4HugD8QB7wMfAN8AYQCJ4DBSqlrB/5rRRCRLsCvwF6ujs/5N9ZxZLpNK0BEwrEO4DVj/cf0C6XUFBFpgLWHxxfYCQxXSl2xX01rHhHpDoxTSvXT7VlxRtutNJ5agCVKqaki4od+31eIiLTGOunEETgKjMR4/1MN2lMHZJqmaZqmaXamb1lqmqZpmqbZmQ7INE3TNE3T7EwHZJqmaZqmaXamAzJN0zRN0zQ70wGZpmmapmmanemATNO0fCKiRGRhgecWEUkQkW8rcKx6IrKviPL2IjKrsnWtCUQkvfStKnX87iKSaiwFEy0iLxd47TYR+a+I/CkiMcZSMa4i0kxENovIFREZV5X10zSt7Cylb6Jp2l/IRaCViLgopS4DdwGnbXkCpdR2YLstj/kX96uR88sN2GUEz6eAL4GhSqnNRnLh+wAPIBl4Gr0otaZVK7qHTNO0a60F7jEePwAszXvB6HXZZPTIbMrLei0iLUVkm4jsEpE9ItK44AFFpIGxz61Gr863RvlkEZkvIlEiclREni6wzySjZ+cnEVlaVG+OiDQUkS0i8ruITCnYIyUi/zLK94jIK0ZZPaMn6WMR2S8i64xM/XnH+sFYyPlXEWlmlA8WkX0isltE/ltEHdxF5GcR+UNE9orIgCK2ERGZbhxnr4gMMcq7G9f+lXGti43gCRG52yj7TURmldZLqZS6COwAGgJjgM+UUpuN15RS6iulVJxSKl4p9TuQVdLxNE27sXRApmnatZYBQ0XEGQjHuiJAnhigq7E470vA60b5E8C7xmLd7bH20ABgBG1fAyONQOBazYDeWNfpe1lEHESkPdYenTbAIOOYRXnXOO+tFFgnUUR6AY2NY7YG2snVhZkbA+8rpVoC543zAHwEPKWUageMAz4wyl8CeiulIoDIIuqQAdxrLALdA3g7L6gqYJBRjwisyzRNF2P9POManwVaAA2Azkbbfwj0VUp1AQKKuf58Rgb3jsB+oBXW4EzTtBpC37LUNK0QpdQeEamHtXfs+2te9gI+M3rAFOBglG8G/iMiIcAKpdQhIyYJwLo23H1Kqf3FnPI7YzmdKyISDwQBXYBVxm1TRGRNMfveztVbb0uAGcbjXsbXTuO5O9ZA7ARwTCm1yyjfAdQTEXegE/BlgVjKyfj+P2CBiHwB5C3sXpAArxsBXy5Qx7iGcwW26QIsVUrlYF3MeCNwK5AGbFNKnTKucxdQD0gHjiqljhn7LwVGFdMGd4jITuPc05RS+6+PBzVNq+50QKZpWlFWYw1uugN+BcpfBTYope41grYoAKXUEhHZivVW548i8hjWteJSgZNAZ6w9N0UpuLZhDtbPpcpGFAK8oZT6sFChtc7Xns8F692C80YPXyFKqSdEpAPWa9slIq2VUkkFNnkQa+DZTimVJSLHAeci6lOcyl7/r0qpfteU7QfaoRee1rQaQ9+y1DStKPOBKUqpvdeUe3F1kP+IvEKxLoR8VCk1C2swF268lIm1B+shERlWjvP/BvQXEWej9+qeYrbbwtVbjkMLlP8IPGLsi4jUEZHA4k6mlEoDjonIYGN7EZEI43FDpdRWpdRLQCJQ95rdvYB4IxjrAYQVcYr/AkNExCwiAUBXYFuxV2+9NdzACCABhpSwbVFmAw8bgSTGdQwXkeByHkfTtBtE95BpmnYd4xbau0W89BbWW5ZjgV8KlA8BhotIFtZbdVMAT+NYF0WkH/CTiFzE2mtW2vl/F5HVwG4gFuuszKL2exZYJCLPA9/lbaOUWicizYHNxu27dGA41h6o4jwIzBGRF7Heil1mnH+6cYtWgJ+NsoIWA2tEZDuwC2swda2VWG+v7sZ6q3e8Uupc3sSBIq7/soiMBn4QkURKDt6K2j9ORIYCM4xANBdrULjCCMq2Y/355IrIs0ALIyjVNM1ORCll7zpomqZdR0TclVLpIuKKNZgYpZT645ptXIHLSillBCAPKKWum+VYExW4fgHeBw4ppd6xd700TasauodM07Tq6iMRaYF1PNZn1wZjhnbAbCNoOQ88ciMrWMUeF5GHAUeskxM+LGV7TdNqMN1DpmmapmmaZmd6UL+maZqmaZqd6YBM0zRN0zTNznRApmmapmmaZmc6INM0TdM0TbMzHZBpmqZpmqbZmQ7INE3TNE3T7Oz/Aw60JLF5fLe4AAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x16855f6eb70>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "from Capsule_Keras import *  #output for classification\n",
    "\n",
    "cell_type = ['B cells','CD14+ Monocytes','CD4+ T cells','CD8+ T cells','Dendritic Cells',\n",
    " 'FCGR3A+ Monocytes','Megakaryocytes','Natural killer cells']\n",
    "randoms = 30\n",
    "\n",
    "data = np.load('data/PBMC_data.npy')\n",
    "labels = np.load('data/PBMC_celltype.npy')\n",
    "\n",
    "num_classes = 8\n",
    "\n",
    "x_train, x_test, y_train, y_test = train_test_split(data, labels, test_size = 0.1, random_state= randoms)\n",
    "Y_test = y_test\n",
    "y_train = utils.to_categorical(y_train, num_classes)\n",
    "y_test = utils.to_categorical(y_test, num_classes)\n",
    "\n",
    "z_dim = 16\n",
    "\n",
    "######################################################################################################################\n",
    "#scCapsNet\n",
    "\n",
    "input_size = x_train.shape[1]\n",
    "x_in = Input(shape=(input_size,))\n",
    "x = x_in\n",
    "\n",
    "#scCapsNet -- 1. feature extraction\n",
    "x1 = Dense(z_dim, activation='relu')(x_in)\n",
    "x2 = Dense(z_dim, activation='relu')(x_in)\n",
    "x3 = Dense(z_dim, activation='relu')(x_in)\n",
    "x4 = Dense(z_dim, activation='relu')(x_in)\n",
    "x5 = Dense(z_dim, activation='relu')(x_in)\n",
    "x6 = Dense(z_dim, activation='relu')(x_in)\n",
    "x7 = Dense(z_dim, activation='relu')(x_in)\n",
    "x8 = Dense(z_dim, activation='relu')(x_in)\n",
    "x9 = Dense(z_dim, activation='relu')(x_in)\n",
    "x10 = Dense(z_dim, activation='relu')(x_in)\n",
    "x11 = Dense(z_dim, activation='relu')(x_in)\n",
    "x12 = Dense(z_dim, activation='relu')(x_in)\n",
    "x13 = Dense(z_dim, activation='relu')(x_in)\n",
    "x14 = Dense(z_dim, activation='relu')(x_in)\n",
    "x15 = Dense(z_dim, activation='relu')(x_in)\n",
    "x16 = Dense(z_dim, activation='relu')(x_in)\n",
    "\n",
    "encoder1 = Model(x_in, x1)\n",
    "encoder2 = Model(x_in, x2)\n",
    "encoder3 = Model(x_in, x3)\n",
    "encoder4 = Model(x_in, x4)\n",
    "encoder5 = Model(x_in, x5)\n",
    "encoder6 = Model(x_in, x6)\n",
    "encoder7 = Model(x_in, x7)\n",
    "encoder8 = Model(x_in, x8)\n",
    "encoder9 = Model(x_in, x9)\n",
    "encoder10 = Model(x_in, x10)\n",
    "encoder11 = Model(x_in, x11)\n",
    "encoder12 = Model(x_in, x12)\n",
    "encoder13 = Model(x_in, x13)\n",
    "encoder14 = Model(x_in, x14)\n",
    "encoder15 = Model(x_in, x15)\n",
    "encoder16 = Model(x_in, x16)\n",
    "\n",
    "x = Concatenate()([x1, x2, x3, x4, x5, x6, x7, x8, x9, x10, x11, x12, x13, x14, x15, x16])\n",
    "\n",
    "#scCapsNet -- 2. capsule networks\n",
    "x = Reshape((16, z_dim))(x)\n",
    "capsule = Capsule(num_classes, 16, 3, False)(x)\n",
    "output = Lambda(lambda x: K.sqrt(K.sum(K.square(x), 2)), output_shape=(num_classes,))(capsule)  #output for classification\n",
    "\n",
    "model = Model(inputs=x_in, outputs=output)\n",
    "model.compile(loss=lambda y_true,y_pred: y_true*K.relu(0.9-y_pred)**2 + 0.25*(1-y_true)*K.relu(y_pred-0.1)**2,\n",
    "              optimizer='adam',\n",
    "              metrics=['accuracy'])\n",
    "\n",
    "#model.summary()\n",
    "model.load_weights('data/Demo_PBMC.weights')\n",
    "\n",
    "\n",
    "##############################################################################################\n",
    "#weight matrix of neural networks\n",
    "encoder1weight = encoder1.get_weights()\n",
    "encoder2weight = encoder2.get_weights()\n",
    "encoder4weight = encoder4.get_weights()\n",
    "encoder5weight = encoder5.get_weights()\n",
    "encoder6weight = encoder6.get_weights()\n",
    "encoder8weight = encoder8.get_weights()\n",
    "encoder9weight = encoder9.get_weights()\n",
    "encoder10weight = encoder10.get_weights()\n",
    "encoder12weight = encoder12.get_weights()\n",
    "encoder14weight = encoder14.get_weights()\n",
    "encoder15weight = encoder15.get_weights()\n",
    "encoder16weight = encoder16.get_weights()\n",
    "\n",
    "encoder1weight0 = encoder1weight[0]\n",
    "encoder2weight0 = encoder2weight[0]\n",
    "encoder4weight0 = encoder4weight[0]\n",
    "encoder5weight0 = encoder5weight[0]\n",
    "encoder6weight0 = encoder6weight[0]\n",
    "encoder8weight0 = encoder8weight[0]\n",
    "encoder9weight0 = encoder9weight[0]\n",
    "encoder10weight0 = encoder10weight[0]\n",
    "encoder12weight0 = encoder12weight[0]\n",
    "encoder14weight0 = encoder14weight[0]\n",
    "encoder15weight0 = encoder15weight[0]\n",
    "encoder16weight0 = encoder16weight[0]\n",
    "\n",
    "totalweight =encoder4weight0  #select the weight matrix from a specific primary capsule\n",
    "\n",
    "#use PCA to analyze\n",
    "pca = PCA(n_components=16)\n",
    "pca.fit(totalweight)\n",
    "weightpca = pca.transform(totalweight)\n",
    "color = [ 'tab:green', 'tab:red', 'tab:purple', 'tab:brown', 'tab:orange','tab:pink', 'tab:cyan', 'tab:olive']\n",
    "\n",
    "#################################################################################################\n",
    "#plot moving line for prediction accuracy along PC\n",
    "\n",
    "ratio_plot = np.zeros((8,61))\n",
    "print(weightpca.shape)\n",
    "difference = (0.2903915 - (-0.205))/60  #approximation maximum-minimum along the PC [0.2903915(maximum), -0.205(minimum)](approximation)\n",
    "slice_line_pos = (0.2903915 - 0.0845)/difference #0.0845--Manually selected points \n",
    "\n",
    "#divide whole domain along PC into 61 points, calculate the the prediction on each point. \n",
    "for j in range(61):    \n",
    "    #1st select genes\n",
    "    gene_count = 0\n",
    "    for i in range(3346):\n",
    "        if weightpca[i, 0] > (0.2903915 - difference*j):\n",
    "            gene_count = gene_count + 1\n",
    "            rownum = x_test.shape[0]\n",
    "            x_test[:, i] = np.zeros(rownum)\n",
    "\n",
    "    #2nd calculate the accuracy\n",
    "    Y_pred = model.predict(x_test)\n",
    "    Y_pred_order = np.argsort(Y_pred,axis=1)\n",
    "    Y_pred_1 = Y_pred_order[:,7]\n",
    "\n",
    "    current_type = 0\n",
    "    total = [0,0,0,0,0,0,0,0]\n",
    "    correct = [0,0,0,0,0,0,0,0]\n",
    "\n",
    "    for i in range(x_test.shape[0]):\n",
    "        index_int = int(Y_test[i])\n",
    "        if Y_test[i] == Y_pred_1[i]:\n",
    "            correct[index_int] = correct[index_int] + 1\n",
    "        total[index_int] = total[index_int] + 1\n",
    "\n",
    "    prediction_accuracy = [0,0,0,0,0,0,0,0]\n",
    "    for i in range(len(total)):\n",
    "        prediction_accuracy[i] = correct[i]/total[i]\n",
    "\n",
    "    for i in range(len(total)):\n",
    "        ratio_plot[i,j] = prediction_accuracy[i]\n",
    "\n",
    "\n",
    "################################################################################################################\n",
    "#module for mark the selected genes (scatter plots)\n",
    "removed = [[],[],[]]\n",
    "for i in range(3346):\n",
    "    if weightpca[i, 0] > (0.2903915 - difference *13):\n",
    "        removed[0].append(i)\n",
    "    if weightpca[i, 0] > (0.2903915 - difference *19) and weightpca[i, 0] <= (0.2903915 - difference *13):\n",
    "        removed[1].append(i)\n",
    "    if weightpca[i, 0] > (0.0845) and weightpca[i, 0] <= (0.2903915 - difference *19):\n",
    "        removed[2].append(i)\n",
    "\n",
    "plt.scatter(weightpca[:, 0], weightpca[:, 1],color='r', s=5,alpha=0.5)\n",
    "plt.scatter(weightpca[removed[0], 0], weightpca[removed[0], 1], color = 'b',s=6)\n",
    "plt.scatter(weightpca[removed[1], 0], weightpca[removed[1], 1], color = 'b',s=6)\n",
    "plt.scatter(weightpca[removed[2], 0], weightpca[removed[2], 1], color = 'b',s=6)\n",
    "\n",
    "#position of dotted lines\n",
    "cut_pos1 = 0.2903915 - difference *13\n",
    "cut_pos2 = 0.2903915 - difference *19\n",
    "cut_pos3 = 0.0845\n",
    "\n",
    "plt.plot([cut_pos1,cut_pos1],[-0.13,0.13], 'k--',linewidth=3.0)\n",
    "plt.plot([cut_pos2,cut_pos2],[-0.13,0.13], 'k-.',linewidth=3.0)\n",
    "plt.plot([cut_pos3,cut_pos3],[-0.13,0.13], 'k:',linewidth=3.0)\n",
    "\n",
    "plt.ylabel('PC2', fontsize=10)\n",
    "plt.xlabel('PC1', fontsize=10)\n",
    "plt.title('Primary capsule 4 (CD8+ T cells)')\n",
    "plt.show()\n",
    "\n",
    "\n",
    "################################################################################################################\n",
    "#module for prediction accuracy (line plots)\n",
    "\n",
    "fig = plt.figure(figsize=(10,6))\n",
    "#plot the prediction accuracy\n",
    "for i in range(8):\n",
    "    plt.plot(ratio_plot[i],  c=color[i], label=cell_type[i])\n",
    "\n",
    "#plot the vertical lines\n",
    "plt.plot([13,13],[1.0,0], 'k--',linewidth=3.0)\n",
    "plt.plot([19,19],[1.0,0], 'k-.',linewidth=3.0)\n",
    "plt.plot([np.round(slice_line_pos),np.round(slice_line_pos)],[1.0,0], 'k:',linewidth=3.0)\n",
    "\n",
    "plt.legend(loc='lower left')\n",
    "plt.xlabel('Masking genes along PC1')\n",
    "plt.ylabel('Prediction accuracy(%)')\n",
    "plt.title('Primary capsule 4 (CD8+ T cells)')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 3. Gene embedding\n",
    "This section uses the column vectors from weight matrix as the ***embedding (or encoding)*** of the genes. Then the PCA and TSNE are used to analyze the embedding of the genes"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "10374\n"
     ]
    },
    {
     "data": {
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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1682e378eb8>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1682d7fb8d0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1682dcd3048>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1682dd120b8>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<matplotlib.figure.Figure at 0x1682dfc5630>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "#! -*- coding: utf-8 -*-\n",
    "# the capsule parts refer to https://github.com/bojone/Capsule and https://kexue.fm/archives/5112\n",
    "\n",
    "\n",
    "randoms = 30\n",
    "\n",
    "data = np.load('data/PBMC_data.npy')\n",
    "labels = np.load('data/PBMC_celltype.npy')\n",
    "\n",
    "num_classes = 8\n",
    "\n",
    "#print(type(data))\n",
    "#print(data.shape)\n",
    "\n",
    "x_train, x_test, y_train, y_test = train_test_split(data, labels, test_size = 0.1, random_state= randoms)\n",
    "Y_test = y_test\n",
    "Y_train = y_train\n",
    "\n",
    "###################################################################################################\n",
    "#input data expressin profile\n",
    "cell_type_sort_index = [[],[],[],[],[],[],[],[]]\n",
    "for i in range(len(y_train)):\n",
    "    cell_type_sort_index[int(y_train[i])].append(i)\n",
    "type_list = []\n",
    "\n",
    "for i in range(8):\n",
    "    type_list.extend(cell_type_sort_index[i])\n",
    "\n",
    "print(len(type_list))\n",
    "NK_cluster = np.array([2080,2312,3201,3202])\n",
    "gene_name = [\"KLRF1\",\"GZMB\",\"KIR2DL3\",\"KIR2DL1\"]\n",
    "\n",
    "gene_list = list(NK_cluster-1)\n",
    "express_matrix = x_train[type_list,:]\n",
    "express_matrix = express_matrix[:,gene_list]\n",
    "\n",
    "Lindex = 1\n",
    "plt.figure(figsize=(17,10))\n",
    "for i in range(8):\n",
    "    plt.subplot(8, 1, Lindex)\n",
    "    express_matrix = x_train[cell_type_sort_index[i], :]\n",
    "    express_matrix = express_matrix[:, gene_list]\n",
    "    if i==7:\n",
    "        df = DataFrame(np.asmatrix(express_matrix), columns=gene_name)\n",
    "        heatmap = sns.heatmap(df,vmax=1.5)\n",
    "        plt.title(cell_type[i])\n",
    "        continue\n",
    "    heatmap = sns.heatmap(express_matrix,vmax=1.5,xticklabels=False)\n",
    "    Lindex = Lindex +1\n",
    "    plt.title(cell_type[i])\n",
    "plt.show()\n",
    "\n",
    "\n",
    "#y_train = utils.to_categorical(y_train, num_classes)\n",
    "#y_test = utils.to_categorical(y_test, num_classes)\n",
    "\n",
    "\n",
    "'''\n",
    "###########################################################################################\n",
    "#TSNE of the input expression data (first 100 Principle components for eliminate noise)\n",
    "\n",
    "x_t = np.transpose(x_train)\n",
    "pca = PCA(n_components=100)\n",
    "pca.fit(x_t)\n",
    "x_t_pca = pca.transform(x_t)\n",
    "tsne = TSNE()\n",
    "x_t_tsne = tsne.fit_transform(x_t_pca)\n",
    "np.save(\"D:/data_embedding_pca.npy\",x_t_tsne[:,[0,1]])\n",
    "exit()\n",
    "'''\n",
    "\n",
    "#Concatenate column vectors from 8 weight matrix (with each corresponding to a cell type)  \n",
    "totalweight = np.hstack((encoder10weight0,encoder1weight0,encoder2weight0,encoder4weight0, encoder8weight0,encoder14weight0,encoder6weight0,encoder16weight0))\n",
    "###################################################################################################\n",
    "#visualize the Concatenated column vectors of selectd genes\n",
    "sns.heatmap(np.transpose(totalweight[NK_cluster-1]),xticklabels=gene_name) \n",
    "plt.show()\n",
    "\n",
    "'''\n",
    "###############################################################################################\n",
    "#Concatenate column vectors -- PCA and TSNE\n",
    "pca = PCA(n_components=6)\n",
    "pca.fit(totalweight)\n",
    "weightpca = pca.transform(totalweight)\n",
    "np.save(\"D:/totalembedding_pca.npy\",weightpca[:,[0,1,2,3,4,5]])\n",
    "\n",
    "tsne = TSNE()\n",
    "tsne12 = tsne.fit_transform(totalweight)\n",
    "np.save(\"D:/totalembedding_tsne.npy\",tsne12[:,[0,1]])\n",
    "'''\n",
    "#print(totalweight.shape)\n",
    "\n",
    "\n",
    "#selected genes computed by the model\n",
    "CD4163total=np.array([2362,1612,521,1429,813,2934,2729,2264,449,993,2522 ,2112 ,2451 ,1941 ,432 ,3156 ,1316 ,503 ,2275 ,640 ,662 ,2746 ,726 ,979 ,495 ,1311 ,3286 ,1099 ,990 ,2420 ,1424 ,1808 ,1445 ,941 ,1844 ,398 ,2722 ,2767 ,582 ,2342 ,31 ,3240 ,2677 ,3152 ,1904 ,980 ,2387 ,3046 ,1498 ,3218 ,957 ,274 ,2236 ,2790 ,2879 ,2276 ,1393 ,1589 ,2242 ,1970 ,1447 ,139 ,2723 ,32 ,548 ,2398 ,2317 ,465 ,1558 ,2361 ,1409 ,2900 ,1579 ,549 ,1502 ,2614 ,203 ,559 ,527 ,1652 ,482 ,740 ,179 ,2690 ,186 ,2399 ,2592 ,457 ,893 ,2014 ,1473 ,552 ,499 ,1624 ,236 ,1053 ,15 ,924 ,1201 ,1000 ,1922 ,1320 ,2732 ,973 ,1042 ,802 ,1045 ,223 ,1562 ,680 ,1679 ,16 ,3320 ,2996 ,2978 ,1312 ,3004 ,2354 ,58 ,1358 ,478 ,3341 ,1884 ,1672 ,3262 ,159 ,2316 ,226 ,1999 ,1694 ,1559 ,2963 ,1370 ,720 ,544 ,1569 ,326 ,1185 ,2683 ,1461 ,806 ,2808 ,3126 ,2770 ,946 ,1423 ,2409 ,824 ,3311 ,1440 ,3168 ,1331 ,3290 ,2576 ,2360 ,1242 ,3086 ,2866 ,1901 ,2453 ,1983 ,2847 ,1643 ,1499 ,2177 ,2062 ,1257 ,1861 ,1500 ,1660 ,2032 ,1204 ,768 ,1295 ,2200 ,1542 ,515 ,911 ,520 ,1427 ,1942 ,2487 ,1860 ,2291 ,1834 ,532 ,1323 ,534 ,1442 ,2216 ,3039 ,1031 ,2600 ,1762 ,347 ,2249 ,1625 ,2158 ,1665 ,1153 ,533 ,3115 ,2648 ,2217 ,2798 ,2704 ,341 ,689 ,2049 ,916 ,190 ,2719 ,1609 ,2332 ,1739 ,2988 ,2930 ,2644 ,3318 ,404 ,3089 ,2579 ,2991 ,2777 ,2509 ,3303 ,1896 ,3224 ,2966 ,2108 ,1183 ,1484 ,91 ,2146 ,2859 ,96 ,22 ,1096 ,1528 ,1408 ,748 ,1690 ,1237 ,1775 ,905 ,2055 ,2323 ,1902 ,2789 ,2348 ,624 ,2135 ,93 ,473 ,1020 ,1925 ,88 ,5 ,663 ,2848 ,1347 ,3140 ,2922 ,1880 ,1028 ,1897 ,3071 ,3333 ,2471 ,1975 ,891 ,1608 ,1368 ,3340 ,2504 ,1116 ,3044 ,2688 ,2415 ,431 ,1996 ,1655 ,2378 ,1115 ,1830 ,2673 ,904 ,3104 ,603 ,2884 ,2801 ,951 ,2976 ,2605 ,942 ,3131 ,1720 ,954 ,761 ,2038 ,2460 ,1800 ,1670 ,741 ,479 ,366 ,282 ,676 ,1565 ,872 ,673 ,1477 ,2005 ,2726 ,2609 ,1177 ,444 ,2102 ,522 ,2758 ,313 ,2140 ,206 ,1258 ,1522 ,240 ,2295 ,2213 ,953 ,1940 ,3065 ,1205 ,41 ,1336 ,540 ,2968 ,2300 ,2110 ,3328 ,1151 ,1455 ,396 ,2530 ,960 ,61 ,1546 ,1006 ,1238 ,2591 ,3088 ,3237 ,779 ,2535 ,706 ,1241 ,643 ,2578 ,3038 ,1865 ,1002 ,3271 ,1957 ,2889 ,456 ,2012 ,335 ,1066 ,2120 ,2246 ,2911 ,2379 ,1519 ,3012 ,1508 ,3092 ,70 ,2560 ,1385 ,930 ,1886 ,1324 ,1815 ,181 ,2534 ,2744 ,1514 ,547 ,2533 ,2220 ,1505 ,1091 ,2949 ,448 ,1907 ,329 ,1837 ,2343 ,2087 ,2937 ,1715 ,2018 ,926 ,810 ,789 ,2742 ,2374 ,2939 ,823 ,245 ,2672 ,3041 ,543 ,302 ,2353 ,3037 ,664 ,1611 ,1987 ,708 ,3336 ,119 ,2256 ,443 ,1929 ,2482 ,1315 ,888 ,2042 ,2837 ,481 ,3030 ,2569 ,1726 ,965 ,2111 ,2109 ,586 ,1011 ,169 ,2321 ,1418 ,2818 ,1432 ,703 ,3153 ,1506 ,2738 ,2917 ,966 ,112 ,674 ,661 ,485 ,152 ,2465 ,3034 ,2685 ,2344 ,106 ,940 ,145 ,1698 ,3031 ,3292 ,1994 ,1086 ,2989 ,1782 ,565 ,1978 ,141 ,2304 ,2431 ,1247 ,877 ,2518 ,2349 ,3047 ,308 ,2178 ,1279 ,3178 ,3132 ,435 ,276 ,2286 ,1723 ,1412 ,672 ,2095 ,1373 ,2356 ,2538 ,595 ,2924 ,2902 ,68 ,2248 ,2653 ,9 ,1472 ,1959 ,23 ,1194 ,64 ,2296 ,238 ,1005 ,2060 ,1202 ,2165 ,490 ,384 ,1731 ,939 ,2629 ,1667 ,1040 ,1452 ,2329 ,2341 ,3055 ,2686 ,1555 ,1544 ,2519 ,1371 ,1718 ,563 ,463 ,2302 ,1121 ,2098 ,1596 ,2334 ,2469 ,2196 ,1459 ,2119 ,2338 ,3005 ,1411 ,1819 ,747 ,155 ,510 ,2714 ,3249 ,1098 ,1228 ,2346 ,1363 ,1305 ,984 ,1765 ,1482 ,927 ,460 ,1335 ,812 ,614 ,1072 ,530 ,2702 ,2516 ,1894 ,2929 ,2893 ,1457 ,77 ,3062 ,3144 ,2322 ,1945 ,1469 ,403 ,3293 ,2826 ,2594 ,1758 ,3159 ,2233 ,976 ,2234 ,1289 ,870 ,1342 ,1551 ,2794 ,3170 ,1687 ,2203 ,2745 ,2730 ,38 ,146 ,2388 ,117 ,3219 ,147 ,932 ,1688 ,545 ,2056 ,2041 ,265 ,895 ,836 ,2948 ,2221 ,1510 ,89 ,241 ,2612 ,985 ,833 ,1577 ,1645 ,351 ,1773 ,609 ,2520 ,229 ,2977 ,1728 ,2692 ,1729 ,631 ,1749 ,1059 ,466 ,1216 ,221 ,3206 ,2172 ,3124 ,2269 ,1574 ,1264 ,1332 ,3146 ,3101 ,2962 ,410 ,1878 ,195 ,2324 ,1664 ,1753 ,42 ,1222 ,1919 ,2953 ,958 ,50,355,1862,2369,2309,1192,2169 ,1583,1671,2088,2883 ,2987,1064 ,80 ,1598])\n",
    "CD8163total=np.array([486 ,446 ,901 ,2064 ,3184 ,1842 ,728 ,3 ,2076 ,1820 ,1617 ,1943 ,2507 ,3087 ,2641 ,2520 ,1755 ,2861 ,729 ,3075 ,2898 ,650 ,450 ,1482 ,2876 ,772 ,2212 ,653 ,2397 ,411 ,1873 ,865 ,2715 ,755 ,3112 ,3135 ,667 ,1253 ,1628 ,2052 ,246 ,1918 ,2906 ,3094 ,2311 ,501 ,1523 ,1046 ,1893 ,3250 ,1060 ,2904 ,2181 ,3137 ,2267 ,571 ,325 ,1881 ,1069 ,1731 ,2124 ,625 ,1548 ,861 ,468 ,62 ,2796 ,1972 ,46 ,3316 ,2484 ,1351 ,399 ,1149 ,902 ,2776 ,808 ,2734 ,1952 ,1167 ,713 ,536 ,873 ,1083 ,638 ,2566 ,2078 ,2170 ,364 ,922 ,2284 ,777 ,3133 ,1902 ,294 ,2411 ,782 ,2773 ,2282 ,1724 ,774 ,702 ,1325 ,1850 ,2394 ,1518 ,3306 ,2414 ,2657 ,787 ,1534 ,1419 ,618 ,879 ,1863 ,564 ,800 ,86 ,959 ,408 ,426 ,3251 ,2071 ,1939 ,2454 ,539 ,3331 ,1012 ,2120 ,2243 ,1816 ,1386 ,1337 ,2045 ,3220 ,1760 ,3098 ,1908 ,2956 ,383 ,2327 ,2844 ,1070 ,256 ,1007 ,2207 ,111 ,1065 ,13 ,1650 ,1666 ,311 ,2735 ,693 ,461 ,2955 ,150 ,2031 ,2967 ,475 ,1252 ,1063 ,2599 ,75 ,780 ,235 ,989 ,2878 ,2232 ,1543 ,2822 ,272 ,881 ,1348 ,504 ,2840 ,192 ,2010 ,1147 ,2084 ,2167 ,820 ,1903 ,3073 ,321 ,1495 ,2351 ,437 ,3252 ,33 ,2009 ,148 ,2834])\n",
    "DC163total=np.array([2664 ,251 ,255 ,98 ,2250 ,2844 ,3181 ,1355 ,1388 ,2310 ,350 ,1220 ,1373 ,1069 ,2244 ,2927 ,2912 ,387 ,327 ,711 ,2380 ,2147 ,841 ,2287 ,2756 ,2930 ,248 ,2488 ,2046 ,1482 ,604 ,1799 ,2161 ,545 ,1108 ,1032 ,2252 ,730 ,197 ,886 ,2574 ,200 ,2288 ,603 ,1863 ,243 ,198 ,1864 ,2445 ,1934 ,683 ,658 ,601 ,1912 ,2043 ,1431 ,1211 ,965 ,3250 ,1889 ,29 ,2505 ,1150 ,1653 ,498 ,3116 ,2914 ,1082 ,2897 ,2294 ,3182 ,774 ,2477 ,3275 ,2476 ,2682 ,3260 ,813 ,1778 ,2700 ,1868 ,1095 ,1176 ,2218 ,593 ,502 ,616 ,2917 ,620 ,368 ,1365 ,2181 ,144 ,2732 ,1104 ,991 ,888 ,1622 ,650 ,2754 ,3102 ,639 ,2092 ,2899 ,2784 ,2436 ,193 ,2490 ,2404 ,1337 ,210 ,1062 ,2859 ,1947 ,1359 ,2185 ,2337 ,1084 ,1476 ,2479 ,765 ,1503 ,269 ,3114 ,1147 ,415 ,628 ,3137 ,555 ,3165 ,86 ,1758 ,1511 ,596 ,2494 ,2427 ,2562 ,1779 ,107 ,907 ,2499 ,1568 ,595 ,407 ,3025 ,2666 ,1780 ,309 ,2386 ,1982 ,948 ,297 ,1859 ,1081 ,1808 ,2646 ,230 ,2195 ,2961 ,2906 ,2214 ,1014 ,2462 ,2875 ,2813 ,1459 ,2108 ,220 ,1970 ,501 ,685 ,3273 ,1171 ,913 ,917 ,1054 ,2327 ,655 ,3311 ,1801 ,1658 ,1642 ,569 ,3296 ,2791 ,149 ,3303 ,2838 ,1165 ,3028 ,1083 ,1668 ,218 ,645 ,695 ,1748 ,2565 ,1797 ,2763 ,833 ,2221 ,661 ,1690 ,3214 ,3282 ,2794 ,1246 ,3100 ,2663 ,1929 ,2881 ,580 ,2942 ,2110 ,1956 ,2665 ,257 ,444 ,2564 ,3120 ,18 ,1038 ,321 ,2583 ,3208 ,172 ,2896 ,2135 ,921 ,3283 ,3278 ,1097 ,2779 ,366 ,829 ,1960 ,821 ,1174 ,2198 ,3149 ,1706 ,2007 ,1474 ,2050 ,2458 ,2593 ,1577 ,3079 ,1834 ,59 ,443 ,2616 ,1295 ,1286 ,3113 ,609 ,3176 ,3094 ,2470 ,3244 ,935 ,2802 ,615 ,1346 ,3298 ,2089 ,1839 ,613 ,25 ,1453 ,1300 ,552 ,2830 ,2397 ,2455 ,733 ,3207 ,922 ,1360 ,2271 ,2519 ,1318 ,1133 ,1841 ,515 ,710 ,1529 ,2102 ,1589 ,2058 ,58 ,190 ,2721 ,749 ,1990 ,2757 ,1709 ,2473 ,1314 ,1645 ,2988 ,2281 ,3128 ,1158 ,941 ,590 ,497 ,2103 ,2438 ,2316 ,1005 ,1650 ,1256 ,36 ,2621 ,3333 ,607 ,2960 ,250 ,1857 ,364 ,859 ,1058 ,2668 ,1382 ,113 ,1602 ,3280 ,2667 ,558 ,1269 ,235 ,1437 ,1581 ,3073 ,3274 ,56 ,2032 ,2933 ,1001 ,2418 ,342 ,2381 ,1998 ,611 ,2266 ,3009 ,2639 ,915 ,1327 ,2457 ,87 ,933 ,559 ,771 ,2376 ,1504 ,2937 ,2342 ,660 ,2758 ,1302 ,1444 ,2489 ,3248 ,836 ,34 ,3021 ,3106 ,405 ,2548 ,791 ,460 ,2874 ,2647 ,773 ,2855 ,727 ,2177 ,2980 ,2974 ,1755 ,3018 ,2132 ,298 ,2742 ,3302 ,2885 ,156])\n",
    "CD14163total =np.array([828 ,213 ,2075 ,967 ,1776 ,3095 ,3278 ,3243 ,1855 ,212 ,2231 ,252 ,1487 ,2485 ,1039 ,1601 ,3024 ,1742 ,1322 ,722 ,1674 ,2394 ,830 ,1921 ,3061 ,1526 ,1210 ,1129 ,320 ,592 ,788 ,1374 ,1954 ,1060 ,487 ,2082 ,1923 ,80 ,1118 ,267 ,1326 ,2871 ,1635 ,1571 ,1512 ,1700 ,2888 ,26 ,470 ,1899 ,1549 ,61 ,2479 ,2637 ,2180 ,1671 ,1008 ,628 ,1908 ,2268 ,3045 ,1553 ,317 ,1002 ,3197 ,36 ,414 ,2910 ,225 ,2363 ,1961 ,3198 ,2963 ,1016 ,2130 ,2101 ,752 ,2594 ,864 ,1441 ,2806 ,656 ,787 ,1476 ,2280 ,1783 ,3070 ,19 ,692 ,2596 ,1433 ,1490 ,214 ,1166 ,1472 ,1218 ,2462 ,1520 ,1351 ,159 ,898 ,2578 ,1006 ,1525 ,1192 ,1435 ,147 ,1854 ,117 ,2320 ,576 ,2011 ,1425 ,2043 ,2957 ,1643 ,1665 ,2517 ,2083 ,85 ,1156 ,2432 ,1688 ,2997 ,2792 ,1972 ,1543 ,1545 ,2854 ,559 ,45 ,744 ,1596 ,1696 ,2145 ,925 ,439 ,2762 ,1081 ,2217 ,3280 ,649 ,653 ,2768 ,2392 ,2058 ,803 ,1262 ,1321 ,972 ,105 ,3026 ,1353 ,160 ,2210 ,2540 ,945 ,1795 ,2710 ,274 ,2274 ,3125 ,2634 ,211 ,2883 ,2733 ,1187 ,1930 ,2804 ,1985 ,2962 ,2023 ,2166 ,202 ,1340 ,2847 ,2610 ,1233 ,1221 ,1887 ,3153 ,2810 ,1327 ,880 ,2931 ,2347 ,2727 ,445 ,1440 ,428 ,772 ,2643 ,3233 ,1413 ,34 ,2379 ,1893 ,297 ,734 ,478 ,650 ,666 ,948 ,855 ,1349 ,2766 ,2572 ,245 ,2853 ,663 ,2629 ,155 ,633 ,1617 ,1256 ,1981 ,1879 ,1249 ,298 ,2552 ,978 ,187 ,2039 ,2834 ,229 ,3217 ,1130 ,2031 ,2030 ,842 ,336 ,277 ,92 ,3167 ,2453 ,1749 ,2284 ,201 ,2464 ,2323 ,810 ,3300 ,2886 ,3048 ,426 ,226 ,266 ,529 ,1023 ,2575 ,3172 ,3118 ,2864 ,2897 ,1979 ,236 ,796 ,737 ,1821 ,2021 ,436 ,3092 ,3321 ,1881 ,2924 ,403 ,567 ,2817 ,1848 ,962 ,3151 ,3275 ,1427 ,980 ,1146 ,1661 ,596 ,1456 ,2113 ,2848 ,2852 ,613 ,1612 ,463 ,3117 ,2473 ,2242 ,1733 ,1515 ,2143 ,2941 ,82 ,3203 ,3161 ,696 ,1495 ,2184 ,1846 ,1102 ,571 ,291 ,832 ,3121 ,1378 ,1986 ,750 ,1140 ,892 ,2542 ,1624 ,562 ,393 ,6 ,847 ,2153 ,533 ,1290 ,739 ,2950 ,2511 ,1554 ,2939 ,2654 ,1935 ,2262 ,2054 ,698 ,303 ,2785 ,220 ,1892])\n",
    "B163total = np.array([3246 ,840 ,691 ,2554 ,1540 ,1869 ,1359 ,1083 ,1081 ,2556 ,319 ,909 ,249 ,1481 ,830 ,2649 ,1209 ,2845 ,1932 ,947 ,982 ,2932 ,2783 ,1077 ,949 ,392 ,1878 ,2575 ,3332 ,3179 ,1082 ,2623 ,359 ,1191 ,2536 ,3321 ,477 ,3166 ,2856 ,2326 ,1104 ,2002 ,1293 ,268 ,2118 ,2302 ,1030 ,944 ,1789 ,2973 ,1335 ,46 ,1604 ,3122 ,2552 ,418 ,2632 ,2193 ,1271 ,334 ,1136 ,168 ,2681 ,1292 ,2228 ,1337 ,729 ,2279 ,1019 ,2923 ,1252 ,2800 ,1613 ,1246 ,1509 ,165 ,2631 ,1857 ,904 ,629 ,1395 ,3026 ,1627 ,762 ,3207 ,1418 ,2514 ,2751 ,1021 ,573 ,2181 ,1127 ,1121 ,1725 ,167 ,3285 ,492 ,838 ,1044 ,2000 ,199 ,1399 ,1998 ,2650 ,1032 ,3275 ,140 ,1211 ,804 ,3093 ,3032 ,1118 ,2473 ,2253 ,2922 ,1066 ,1495 ,1281 ,2812 ,77 ,660 ,2848 ,3008 ,552 ,2323 ,3284 ,986 ,1459 ,3136 ,1847 ,321 ,797 ,3313 ,679 ,1280 ,2404 ,281 ,3067 ,205 ,951 ,3242 ,1573 ,332 ,653 ,1721 ,1754 ,308 ,254 ,329 ,1912 ,2477 ,2530 ,3148 ,2762 ,1122 ,3131 ,3213 ,2146 ,1219 ,1841 ,971 ,1402 ,3123 ,251 ,315 ,2200 ,636 ,1106 ,285 ,2241 ,1745 ,2986 ,1422 ,1076 ,182 ,2951 ,1896 ,2350 ,2287 ,800 ,2138 ,2765 ,1679 ,2453 ,2617 ,1113 ,1203 ,3190 ,1583 ,654])\n",
    "CD16163total = np.array([173 ,1003 ,1687 ,3016 ,348 ,1686 ,2334 ,794 ,28 ,1104 ,77 ,1284 ,2206 ,1400 ,2091 ,3209 ,2223 ,3157 ,605 ,146 ,2020 ,266 ,494 ,723 ,678 ,1947 ,2544 ,2858 ,1845 ,1667 ,2516 ,3285 ,3267 ,1988 ,3164 ,1443 ,2946 ,228 ,2691 ,627 ,2655 ,2420 ,2059 ,1927 ,2350 ,3310 ,1608 ,364 ,2393 ,1161 ,589 ,1629 ,2920 ,3192 ,1446 ,3214 ,1678 ,1565 ,691 ,2528 ,11 ,782 ,2574 ,1257 ,1307 ,39 ,3095 ,2957 ,1103 ,1673 ,1033 ,3169 ,2293 ,2795 ,3340 ,1198 ,2190 ,981 ,2475 ,1378 ,3262 ,899 ,3025 ,1011 ,2301 ,1053 ,2697 ,2573 ,932 ,776 ,1978 ,2923 ,1313 ,1128 ,397 ,3001 ,328 ,1440 ,875 ,2006 ,3042 ,1461 ,2809 ,1690 ,669 ,53 ,2557 ,2724 ,57 ,2783 ,930 ,1276 ,330 ,316 ,389 ,2856 ,2565 ,2693 ,3174 ,1630 ,763 ,2455 ,1600 ,1746 ,2442 ,701 ,60 ,2221 ,3154 ,1824 ,2220 ,736 ,2539 ,809 ,2734 ,1830 ,524 ,1340 ,3111 ,744 ,2554 ,2671 ,118 ,2102 ,1890 ,1360 ,1395 ,1604 ,2333 ,1388 ,54 ,2935 ,2009 ,612 ,3322 ,2850 ,344 ,493 ,3054 ,3261 ,291 ,3079 ,1587 ,1701 ,1762 ,1437 ,1951 ,2626 ,874 ,37 ,2330 ,1958 ,2216 ,3342 ,3327 ,1134 ,1397 ,824 ,544 ,3033 ,1682 ,1815 ,2526 ,1699 ,1705 ,2687 ,23 ,808 ,1874 ,1844 ,2860 ,2265 ,2474 ,3235 ,3270 ,617 ,1050 ,988 ,166 ,2537 ,2266 ,2689 ,893 ,2374 ,1173 ,1831 ,1001 ,1697 ,1648 ,1822 ,1594 ,2903 ,372 ,2952 ,3124 ,430 ,2219 ,2197 ,1823 ,315 ,50 ,499 ,2046 ,2149 ,2026 ,137 ,2176 ,998 ,1992 ,868 ,2566 ,1672 ,32 ,957 ,3176 ,492 ,2478 ,1206 ,815 ,1813 ,2047 ,1896 ,869 ,2193 ,27 ,831 ,1771 ,480])\n",
    "NK163total =np.array([173 ,266 ,3184 ,1033 ,1971 ,2492 ,132 ,2080 ,3276 ,2981 ,3201 ,1926 ,723 ,1820 ,3095 ,612 ,2312 ,3202 ,806 ,3307 ,557 ,462 ,1686 ,1197 ,258 ,1874 ,2077 ,826 ,3252 ,1813 ,3059 ,912 ,2163 ,2788 ,546 ,2856 ,454 ,3117 ,2488 ,3105 ,1450 ,863 ,1325 ,3274 ,977 ,2442 ,2427 ,2631 ,1548 ,2983 ,3152 ,2552 ,1471 ,2722 ,3078 ,315 ,29 ,1337 ,493 ,2425 ,1067 ,1293 ,2915 ,1419 ,2209 ,548 ,2606 ,1550 ,1207 ,800 ,2590 ,789 ,207 ,839 ,3244 ,2507 ,2009 ,188 ,2873 ,1081 ,1687 ,3022 ,2862 ,340 ,970 ,226 ,3262 ,1524 ,2823 ,319 ,1700 ,3286 ,1875 ,1585 ,633 ,2449 ,1814 ,2951 ,3164 ,1110 ,2079 ,3246])\n",
    "MK163total=np.array([817 ,816 ,1259 ,1043 ,2938 ,2057 ,705 ,1915 ,3237 ,1654 ,1286 ,579 ,1036 ,2260 ,1535 ,1049 ,464 ,120 ,811 ,920 ,1669 ,2601 ,783 ,3006 ,2641 ,1181 ,2979 ,721 ,1953 ,669 ,416 ,1678 ,735 ,1012 ,1323 ,1451 ,278 ,375 ,2429 ,284 ,1550 ,2926 ,2761 ,2651 ,2928 ,2880 ,1320 ,825 ,2541 ,2953 ,396 ,664 ,127 ,2564 ,2605 ,3262 ,805 ,1903 ,1257 ,193 ,849 ,1922 ,2896 ,1519 ,2081 ,1009 ,3146 ,2326 ,1518 ,848 ,17 ,349 ,2466 ,1011 ,2045 ,2463 ,330 ,2324 ,2446 ,1142 ,2139 ,2372 ,725 ,3056 ,1583 ,3219 ,2900 ,1029 ,1812 ,2613 ,818 ,3090 ,1094 ,2947 ,819 ,3265 ,151 ,1985 ,2270 ,153 ,1299 ,2996 ,1814 ,301 ,1867 ,3061 ,1940 ,1101 ,1920 ,1359 ,2368 ,1402 ,2902 ,2030 ,3288 ,3085 ,3264 ,2540 ,1186 ,2361 ,3175 ,2158 ,650 ,2709 ,2430 ,194 ,2126 ,3280 ,3188 ,3345 ,307 ,1833 ,1731 ,1015 ,649 ,363 ,1143 ,2451 ,446 ,2076 ,2096 ,1475 ,220 ,531 ,78 ,3153 ,1317 ,1187 ,1785 ,935 ,2520 ,1987 ,4 ,1759 ,2542 ,1042 ,2665 ,2639 ,2570 ,2508 ,1750 ,283 ,1218 ,2582 ,2404 ,1942 ,293 ,2098 ,2394 ,59 ,1534 ,465 ,2877 ,1354 ,2763 ,3077 ,695 ,2384 ,2949 ,3245 ,2303 ,1449 ,1810 ,2647 ,1075 ,1096 ,1305 ,2094 ,133 ,1250 ,639 ,2941 ,2671 ,371 ,85 ,2089 ,1911 ,428 ,606 ,2321 ,1546 ,719 ,215 ,2585 ,1952 ,310 ,504 ,2636 ,3010 ,1873 ,1405 ,381 ,484 ,481 ,1562 ,3210 ,186 ,741 ,1766 ,879 ,901 ,181 ,821 ,1092 ,596 ,486 ,565 ,1791 ,1706 ,685 ,1544 ,1401 ,1051 ,152 ,377 ,2729 ,785 ,176 ,3223 ,2155 ,1192 ,2066 ,2010 ,145 ,845 ,159 ,2458 ,1002 ,2390 ,2977 ,762 ,1016 ,295 ,1752 ,1139 ,2207 ,2438 ,2022 ,1981 ,1111 ,1410 ,2085 ,1712 ,3266 ,842 ,788 ,704 ,1780 ,389 ,1855 ,223 ,1614 ,1692 ,347 ,2986 ,3174 ,528 ,623 ,3024 ,525 ,27 ,2543 ,2857 ,2179 ,10 ,2680 ,866 ,941 ,2453 ,2284 ,3226 ,2840 ,3195 ,738 ,752 ,2417 ,2360 ,338 ,16 ,632 ,2660 ,1680 ,991 ,3339 ,1406 ,2772 ,2449 ,933 ,731 ,1988 ,875 ,798 ,2186 ,86 ,652 ,2012 ,333 ,2245 ,312 ,421 ,2696 ,3221 ,88 ,871 ,2526 ,2810 ,2678 ,2915 ,586 ,1362 ,544 ,1931 ,2529 ,1105 ,1141 ,233 ,51 ,1357 ,1954 ,1523 ,2023 ,2190 ,1743 ,2829 ,2739 ,91 ,1513 ,994 ,147 ,2987 ,1235 ,1809 ,810 ,3125 ,907 ,2927 ,2160 ,796 ,316 ,1128 ,538 ,561 ,1268 ,303 ,3160 ,1754 ,884 ,1792 ,2599 ,415 ,1797 ,557 ,808 ,3057 ,3263 ,654 ,495 ,772 ,1717 ,1565 ,3247 ,926 ,2141 ,137 ,3041 ,1088 ,1506 ,1983 ,2657 ,1377 ,1292 ,1234 ,257 ,2113 ,1559 ,583 ,2389 ,1361 ,1448 ,1188 ,912 ,15 ,2753 ,422 ,618 ,3300 ,2711 ,471 ,1213 ,1779 ,1820 ,1605 ,2223 ,1610 ,887 ,1588 ,334 ,1935 ,665 ,667 ,240 ,2311 ,1393 ,952 ,1897 ,1722 ,1923 ,2787 ,1364 ,2779 ,1138 ,345 ,3222 ,1255 ,448 ,1951 ,1995 ,2793 ,1807 ,1880 ,2954 ,529 ,1022 ,2653 ,2327 ,1601 ,1444 ,116 ,1502 ,505 ,2330 ,2169 ,3296 ,2138 ,1028 ,1063 ,530 ,57 ,1741 ,2610 ,1486 ,112 ,1280 ,3308 ,1657 ,2125 ,911 ,916 ,604 ,1251 ,2548 ,1388 ,1479 ,178 ,182 ,454 ,2376 ,2211 ,2439 ,2751 ,1176 ,2861 ,2329 ,2142 ,1509 ,149 ,2581 ,48 ,844 ,1906 ,53 ,2850 ,2275 ,558 ,1325 ,580 ,324 ,716 ,1452 ,807 ,774 ,238 ,3298 ,3230 ,81 ,1064 ,2163 ,2258 ,2688 ,1468 ,3020 ,1349 ,1464 ,2975 ,897 ,459 ,3143 ,802 ,3228 ,2272 ,3036 ,1745 ,1679 ,2461 ,1283 ,927 ,180 ,2154 ,1135 ,889 ,3068 ,519 ,1282 ,1046 ,1445 ,2059 ,1975 ,118 ,3242 ,3004 ,734 ,3012 ,353 ,100 ,1070 ,1383 ,1861 ,2604 ,1504 ,527 ,3105 ,3035 ,539 ,2054 ,1434 ,1619 ,2626 ,1938 ,1207 ,158 ,2821 ,208 ,1123 ,3261 ,2189 ,769 ,1965 ,281 ,391 ,2379 ,1959 ,642 ,2084 ,878 ,1275 ,1840 ,3301 ,1881 ,1802 ,1684 ,2367 ,2027 ,2239 ,2352 ,406 ,1331 ,1817 ,1409 ,2878 ,508 ,9 ,423 ,2495 ,472 ,515 ,728 ,3292 ,280 ,3318 ,2277 ,996 ,1332 ,1974 ,2578 ,572 ,2213 ,111 ,2942 ,117 ,424 ,241 ,1838 ,2208 ,76 ,479 ,1916 ,2882 ,2341 ,2007 ,2072 ,939 ,189 ,2289 ,2000 ,425 ,2035 ,749 ,1436 ,390 ,2597 ,1026])\n",
    "\n",
    "gene_index = [B163total,CD14163total,CD4163total,CD8163total,DC163total,CD16163total,MK163total,NK163total]\n",
    "\n",
    "\n",
    "############################################################################################\n",
    "#plot the TSNE Concatenate column vectors\n",
    "\n",
    "marker = ['*', '+', 's', 'p', 'x', 'D', 'o', '>']\n",
    "color = [ 'tab:green', 'tab:red', 'tab:purple', 'tab:brown', 'tab:orange','tab:pink', 'tab:cyan', 'tab:olive']\n",
    "\n",
    "NK_gene_name = [\"KLRF1\",\"GZMB\",\"KIR2DL3\",\"KIR2DL1\"]\n",
    "\n",
    "coordinates_tsne = np.load(\"data/totalembedding_tsne.npy\")\n",
    "plt.scatter(coordinates_tsne[:, 0], coordinates_tsne[:, 1], s=1, alpha=0.2)\n",
    "\n",
    "#plot TSNE of Concatenate column vectors (selected genes from two different cell types)\n",
    "for i in range(8):\n",
    "    if i != 2 and i != 3: #and i!=1 and i!=5:\n",
    "        continue\n",
    "    select = list(gene_index[i]-1)\n",
    "    plt.scatter(coordinates_tsne[select, 0], coordinates_tsne[select, 1], marker=marker[i],color = color[i],s=5 , label=cell_type[i])\n",
    "\n",
    "plt.xlabel('TSNE1')\n",
    "plt.ylabel('TSNE2')\n",
    "plt.legend(loc='lower right')\n",
    "plt.show()\n",
    "\n",
    "#plot TSNE of Concatenate column vectors (selected genes)\n",
    "plt.scatter(coordinates_tsne[:, 0], coordinates_tsne[:, 1], s=1, alpha=0.2)\n",
    "index = 0\n",
    "marker = ['*', '>', 's', 'p', 'x', 'D', 'o']\n",
    "color = [ 'tab:green', 'tab:red', 'tab:cyan','tab:pink', 'tab:olive', 'tab:purple', 'tab:brown', 'tab:orange']\n",
    "for i in NK_cluster:\n",
    "    plt.scatter(coordinates_tsne[i-1, 0], coordinates_tsne[i-1, 1], marker= '*',color = color[index],s=150 , label=NK_gene_name[index],alpha=0.9)\n",
    "    index = index + 1\n",
    "\n",
    "plt.xlabel('TSNE1')\n",
    "plt.ylabel('TSNE2')\n",
    "plt.legend(loc='lower right')\n",
    "plt.show()\n",
    "\n",
    "############################################################################################\n",
    "#plot PCA of Concatenate column vectors (selected genes from two different cell types)\n",
    "coordinates_tsne = np.load(\"data/totalembedding_pca.npy\")\n",
    "color = [ 'tab:green', 'tab:red', 'tab:purple', 'tab:brown', 'tab:orange','tab:pink', 'tab:cyan', 'tab:olive']\n",
    "Lindex = 1\n",
    "plt.figure(figsize=(27,15))\n",
    "for out in range(6):\n",
    "    for inner in range(6):\n",
    "        if out>=inner:\n",
    "            continue\n",
    "        #print(out,inner,Lindex)\n",
    "        plt.subplot(3, 5, Lindex)\n",
    "        plt.scatter(coordinates_tsne[:, out], coordinates_tsne[:, inner], s=1, alpha=0.1)\n",
    "        for i in range(8):\n",
    "            if i != 2 and i != 3: #i!=1 and i!=5:\n",
    "                continue\n",
    "            select = list(gene_index[i]-1)\n",
    "            plt.scatter(coordinates_tsne[select, out], coordinates_tsne[select, inner], marker=marker[i],color = color[i],s=5,alpha=0.9,label= cell_type[i])\n",
    "        out_label = out+1\n",
    "        inner_label = inner + 1\n",
    "        plt.xlabel('PC'+str(out_label))\n",
    "        plt.ylabel('PC'+str(inner_label))\n",
    "        #print(out, inner, Lindex)\n",
    "        Lindex = Lindex + 1\n",
    "        plt.legend(loc='lower left')\n",
    "\n",
    "plt.show()\n",
    "             \n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 4. the misclassification due to the masking of the cell type associted genes"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x16830c7b1d0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "\n",
    "\n",
    "cell_type = ['B cells','CD14+ Monocytes','CD4+ T cells','CD8+ T cells','Dendritic Cells',\n",
    " 'FCGR3A+ Monocytes','Megakaryocytes','Natural killer cells']\n",
    "randoms = 30\n",
    "\n",
    "data = np.load('data/PBMC_data.npy')\n",
    "labels = np.load('data/PBMC_celltype.npy')\n",
    "\n",
    "num_classes = 8\n",
    "\n",
    "x_train, x_test, y_train, y_test = train_test_split(data, labels, test_size = 0.1, random_state= randoms)\n",
    "Y_test = y_test\n",
    "y_train = utils.to_categorical(y_train, num_classes)\n",
    "y_test = utils.to_categorical(y_test, num_classes)\n",
    "\n",
    "z_dim = 16\n",
    "\n",
    "\n",
    "\n",
    "model.load_weights('data/Demo_PBMC.weights')\n",
    "\n",
    "#PCA for column vectors for weight matrix \n",
    "pcaB = PCA(n_components=2)\n",
    "pcaB.fit(encoder10weight0)\n",
    "weightpcaB = pcaB.transform(encoder10weight0)\n",
    "\n",
    "pcaCD14 = PCA(n_components=2)\n",
    "pcaCD14.fit(encoder1weight0)\n",
    "weightpcaCD14 = pcaCD14.transform(encoder1weight0)\n",
    "\n",
    "pcaCD4 = PCA(n_components=2)\n",
    "pcaCD4.fit(encoder2weight0)\n",
    "weightpcaCD4 = pcaCD4.transform(encoder2weight0)\n",
    "\n",
    "pcaCD8 = PCA(n_components=2)\n",
    "pcaCD8.fit(encoder4weight0)\n",
    "weightpcaCD8 = pcaCD8.transform(encoder4weight0)\n",
    "\n",
    "pcaDC = PCA(n_components=2)\n",
    "pcaDC.fit(encoder8weight0)\n",
    "weightpcaDC = pcaDC.transform(encoder8weight0)\n",
    "\n",
    "pcaFmono = PCA(n_components=2)\n",
    "pcaFmono.fit(encoder14weight0)\n",
    "weightpcaFmono = pcaFmono.transform(encoder14weight0)\n",
    "\n",
    "pcaMega = PCA(n_components=2)\n",
    "pcaMega.fit(encoder6weight0)\n",
    "weightpcaMega = pcaMega.transform(encoder6weight0)\n",
    "\n",
    "pcaNK = PCA(n_components=2)\n",
    "pcaNK.fit(encoder16weight0)\n",
    "weightpcaNK = pcaNK.transform(encoder16weight0)\n",
    "\n",
    "weight = [weightpcaB, weightpcaCD14,weightpcaCD4,weightpcaCD8,weightpcaDC,weightpcaFmono,weightpcaMega,weightpcaNK]\n",
    "\n",
    "removed1 = []\n",
    "removed2 = []\n",
    "removed3 = []\n",
    "removed4 = []\n",
    "removed5 = []\n",
    "removed6 = []\n",
    "removed7 = []\n",
    "removed8 = []\n",
    "\n",
    "#Along PC to discard(mask) the cell type associated genes\n",
    "for i in range(3346):\n",
    "    if weightpcaCD4[i, 0] < -0.046:\n",
    "        removed3.append(i)\n",
    "    if weightpcaCD8[i, 0] >0.0845:\n",
    "        removed4.append(i)\n",
    "    if weightpcaDC[i, 0] > 0.045:\n",
    "        removed5.append(i)\n",
    "    if weightpcaNK[i, 0] > 0.0805:\n",
    "        removed8.append(i)\n",
    "    if weightpcaCD14[i, 0] < -0.067:\n",
    "        removed2.append(i)\n",
    "    if weightpcaB[i, 0] > 0.06:\n",
    "        removed1.append(i)\n",
    "    if weightpcaFmono[i, 0] > 0.0587:\n",
    "        removed6.append(i)\n",
    "    if weightpcaMega[i, 1] > 0.0266:\n",
    "        removed7.append(i)\n",
    "remove = [removed1,removed2,removed3,removed4,removed5,removed6,removed7,removed8]\n",
    "\n",
    "\n",
    "#re-run the model without the cell type associated genes\n",
    "for j in range(8):\n",
    "    x_test_masking_genes = np.copy(x_test)\n",
    "    for i in remove[j]:\n",
    "        rownum = x_test.shape[0]\n",
    "        x_test_masking_genes[:, i] = np.zeros(rownum)\n",
    "\n",
    "    Y_pred = model.predict(x_test_masking_genes)\n",
    "    Y_pred_order = np.argsort(Y_pred, axis=1)\n",
    "    Y_pred_1 = Y_pred_order[:, 7]\n",
    "\n",
    "    current_type = j\n",
    "    total = [0, 0, 0, 0, 0, 0, 0, 0]\n",
    "    mismatch = [0, 0, 0, 0, 0, 0, 0, 0]\n",
    "    for i in range(x_test.shape[0]):\n",
    "        index_int = int(Y_test[i])\n",
    "        if Y_test[i] == current_type:\n",
    "            mismatch[int(Y_pred_1[i])] = mismatch[int(Y_pred_1[i])] + 1\n",
    "        total[index_int] = total[index_int] + 1\n",
    "\n",
    "    for i in range(len(total)):\n",
    "        mismatch[i] = mismatch[i]/total[current_type]\n",
    "\n",
    "    if j == 0:\n",
    "        all_mismatch = np.asarray(mismatch)\n",
    "    else:\n",
    "        all_mismatch = np.vstack((all_mismatch,np.asarray(mismatch)))\n",
    "\n",
    "df = DataFrame(np.asmatrix(all_mismatch),index=cell_type,columns=cell_type)\n",
    "heatmap = sns.heatmap(df,xticklabels = cell_type,vmax=1,vmin=0)\n",
    "plt.show()"
   ]
  }
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